{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3416907a-a2bb-4460-bb44-5de303075349",
   "metadata": {},
   "source": [
    "## spark-sql 的数据关联"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e83e4fed-56d6-4ec6-b340-f941d9f51feb",
   "metadata": {},
   "source": [
    "数据关联（Join）指的是这样一个计算过程：给定关联条件（Join Conditions）将两张数据表以不同关联形式拼接在一起的过程。关联条件包含两层含义，一层是两张表中各自关联字段（Join Key）的选择，另一层是关联字段之间的逻辑关系。是数据分析场景中最常见、最重要的操作\n",
    "\n",
    "Join 的种类非常丰富。如果按照关联形式（Join Types）来划分，数据关联分为内关联、外关联、左关联、右关联，等等。对于参与关联计算的两张表，关联形式决定了结果集的数据来源。在开发过程中选择哪种关联形式，是由我们的业务逻辑决定的\n",
    "\n",
    "而从实现机制的角度，Join 又可以分为 NLJ（Nested Loop Join）、SMJ（Sort Merge Join）和 HJ（Hash Join）。也就是说，同样是内关联，我们既可以采用 NLJ 来实现，也可以采用 SMJ 或是 HJ 来实现。区别在于，在不同的计算场景下，这些不同的实现机制在执行效率上有着天壤之别"
   ]
  },
  {
   "attachments": {
    "a835656e-bafa-4c13-805c-ad5e2886fcff.png": {
     "image/png": 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Q6kRhxFK1lnIYsqffcN+T3XzsrXP42FtX8Ftf2UglMPjOcv2cZlbMyPLdh/fQVShidApPFNY4lBOsKL501zpql8/kigsW8g93vcCBguaD10xm5mXN/PW9G1lfqhBWqvzVvev4vbdcytr5bQw9v4/3Xb6E/b0lntozzIBV5J0i0IondhfZ0LmFd10znVmXdfCDZ/dz3/puPNXDV8+dwYauPv72jq14Rc28ZssHrlnJJYumUMvB1x/bzg+e3M9Q2Y/N6UjjpDQ0BUWyNnrjPro+HAV/AM8rkE1PYlYa9mc0jz+7m4umKs5rz/CAaDpTggsSc+ysoYTzF0znPVfM4as/3Y0zpzo7BuCoCKyel+WT13cwXFXct3EHWppQYrBnYIxBdPqMq3LLZbNY0JxC62jLi5Eo7IyyjlLNks1pJJ4x6w+FwfIutuw6gtXhS7Wrzpj6nJ0oqIQBVa0Y6tR89fvP8xvvewPvfIvH335vAzr0scbwoZsW0Jqt8JUHdzFoDNqrgpNo+V4c4jSBLXPxkhloB29aM5v0KsuBvoBnO/uZPcWjWTIsmDGJh5/ewp0P72RGi+I9l3Wwe1Dx/O4Cb3/DfMRtInRlyl7IshlN/OYNywlclAIuDC2e50XGs0TLpp4I77pgLi4weC5y0xAFgRK8MGBQMtz+UDcVLFoJxsWOqEkCk4SE/7ac9RmyugP8yWwywTA9o7hgVisprVC+kKXCwLAinQt5z4oplMsG3wX8yhvnUsXSc6SHt6+YSs1ZQjRPvNBPKB6hwL6qpidMY52jt1CkXPVhOMQZRTBYox3N9JZWXtg7yP3P7mFoYJCr1s5jWVuGO57oxKUNi+dmGOzJ0GeH6FXDDFZS2OpkBCGoVNlfKdGARy4UvJqiVhEWTMrw6V+7gnTKMVAM+Ns7t3Dfxj6yRmFMgFWKrFXctqaVX3nnueRUgDYeVo0uh4wui1iyKLzQ8McfuoSKWCq6Qko0C0LNv144lb+7exs/e+bIGD+bhF8kCoeHwYlG2ypCBsbs9oV4eVxA22hpUjlFGMdB81yVMjW6LRRtjZoEaC1YTLyU5kVLc/FMjMON7E6O9ugei3FQUg383hfXk3KOEpVoH7LA2y+dyS+/cTG/8jf/xQBTEacRoGAMtlJjWGXQkor8payg9bEvUG7EYVVQmBEdLu7ZGhcZReMc4NVIpTiMyMinHBblNIjDA1J+Bo+Aq1ZOJa1CdG0KjZOGsMUqMxqFtyzOkfYzZP0Ub7+0g42Hj9BsKty0agY1z+fQQJFtOw9TVYIxwtq2Blprhkf3lfjh4/vJhpq+SsjjB/fja48Prm1B5VdR1nl27NxLV3MrV66YSpVG9m3rRl0ynzmTUmzvNbTjkw01zsA/PtTFd362jko1pMFLRcYuCm0FK5bhWkhDOoNgohcq5bGo0fD7N55Dx/I5hKKoCfhjd0kLZ/pynZCQ8BrnrBpk9cAUKvaxOhnTmj3e/+YFtDblSOk4wr+DyS7Hypsnk/aFWhgdywr88jsvouogtDAwXOOJFx7CiIcT8I3Fx5BOaW6+cAEDTrN0YQMNYlHK8b4LFvCRG2ahtEMjvO2SBVRFSFnDbVcu4K1XLqS7EvIn39jG+q1D+DZLChvtwwcqEm8CCD1KnsNzgrKG3YUSL+7uZuPBIX74/H7291l0mMPTRdpb03QNVEgbxdYDBe5/di9ZV8WzPqGokfByJt49lrM15rY1sXBWC+v39tE/HBBaByKExiHWMdwzjHIWJ/W5j4RfJJHZbLBOoawZ8R2IVgcN+IZ0WtOQyhIMlwhrISENQIhn07Q7xYsbj/Cng+vpHRrCz7QQEGApY1wNL2zBJyCT9khpj6FaQGg1ysWdaIImFoSUs3QXalF4CFE4UfhYwqIhJZrewRQDOur+4sBYD4WPJ4pAOQwOpRQ5UWgBZR0q8Kh4FYaUkHUeVhSNYjChIetpMpkMZVekUrVokwXC0ZcJa/GtplYtk20E0hmMdVSrVQKjcC4Duoz4Psam0ekav/32c4kXgAndTDSwalaKtYtXI85SKFYphsL85qnMv24aVW0JxfDAjiG+dLCPAzVDyjo+cs1qys5wzxO7eXRLL71aqJkcymWYRZEP3XA+X39kC++4eilr2hopZXxas4ILQxa+52LSOP7oAxew7xsvsH73EEYyOBxFhGK6iZYGxRTRaOdG7CnlaZrDEOVHs3VGhHzZ0Vkq02ssUxQECpyvccZGbfnKuu4lJCS8DEQ7LM9sl+XZNchc9A59qkFh9/TW+NztG8mkfHwRsA5nolzqb1zVznVvmM8X7niWzoHIVT9QipDoARQaKCtvJLyG4LDWkU97vOOKJYS2SjZVw7oQa2s8uKGLrkOHIn1KeMvlc1mxqJ0//do6qqHG+ZaCSdHVVUJbEFGoMUGJrAAS+ZHYOPCFOEf3UIW/uP05+ispBp0hS4YGHz5w5RzOnTeZf7prFwc6y+w4FLLtezsxUka5fBwPLTbIiHZo5qXEO1bmmD3zEr775GEe31LAxRl/jDOIOJx1KPGR5DX77OAYCaMgRCaIr4TABKyZkeKqSxazoN3HlwzVMGTz3j6+89QhDg0WolsnB225NLesXcCuoSLfun87Vhzvu3o5MyalWP9MgdlTPc5f0UDK86lUDU/tKXP7I7sIKw7Rx3Z7Iepjo6HxohcZkTErkU6NBujDMeyEq1dO4U2r2+npLvGvj+6hbEAZB0qohQG/85Zz8HKW+zbtJ5/KcfHSqWzc2MNkbbnsvKmk0j4VF7C+q8T3nthPT0+A1j4AxilynnDbZfO5aPkkUsrDhY7e/gr3/byT9fuG6VdlnBXSJqBWCfiTLz9HSiR6eTMuVmp5/3XzWDGnia/+8Hl6+/J4JjJqnBdSzFbY3xfSW1EMauGchhRzWxSZwJAN+rlwcZ5QDAfKhk2dwm/efC7FQpX1Owd5bHeRe2yFtkyeD14zj+6Sz9ObdvHe65bx9bufYG83FLRiUFnKKhonLp7RxG9fuwDr1OguTAfKgyB0eJ7FUwoDmAr81r88iEVhTHTflKsB2spIWrmk2yYkvLY5k/hjdc6yQVZf6Dixe4oRhzjFYOj4eVcBTfTW74zBOUsaYdG8dkQsz+2rsqW/EAecFQJRIAofjdNRwMiUi21Wgf5ijU9+/n62F+GT183lbVesILSOzUM19vVB1ig8Law+17IU4cfri6hUht3+AGndzJTyMEi0HCMSItg4AKzDcwYlEuuNjU+gb9hDpEZzzaOULvKr1y3ktjdOIyj6tKQ99qoaipACTQx6HpODCilXQ8moT40GfDz29+fJak2jspSxGFFxEFpFSkBph3EmyYTwCmG0xmI4f2EHn//wMrTnKFZhqFxlekOaKxZPZt6aqfzvLz5PX7+PLVumTZvEdWum8si+Pqr3hCilOW/BZM6f43Ptkink0hpTFayFTCbgskXNLG7Q/P0PNjGEf8bPcOeiTQOhCDkDqjjE2vlzaJiZ5d8e2EQx1DR5eVJiyORTXLd2Eih4dnM/50+fyXtWNNE7vwEvramloO9ImVlNk1gxK8dVy9r57Dc2sfHgMCA0+jU+9d7VvHFpI9RS9JRDMg0+yxc5Llg9lc9+40nu3jNEzgiBGKoi/Gz/MCGKEIdzNvILA940ZEA8tteaeKJziLQRrLXk/SyHs4pg0JEhQ4EqKWMI8goaFJ/68IVoSeEbj02HC3zlgd1csayNI0MhQXcfe4YKTFk6ixYglCrS1MSwgrKyPH6gSrmYYSqGux7ZyQNP7UY3NDN3SjvbuofwUnXnLwEMKRGcCcnnYe3ihVRFeGRHjb2k+KM71jHzng1Uqh7ieXGMRRJjLCHhdUD9vepVP0N2KjiEYdGUtGOKicNJOAvxgAwKtCKbSROEjoG+Xsq6gSD+rIs9XARoChWDHqRiJxdrLdY6QmmmKCmcZFHaEkiIE4cWByrAS3mkPaFgLDm/TK/yaDAZMDVq4pN3Jd576xLyrsLqqQ3gDNetaKVjCjR6WXKlgHlT8nz4zQsIayFfeeAgvUGO5e0+b71kEjdcMJdduwf56x/tZNv+QQw+KV+4el6KKOhFGpxCe3E2AxsN2Pv7q3QXS+ALU3KKFlNmWOUIVQk/SKHjiJknCH2U8Aumah0LJsPnPrgQSmW+9Gg3dz3XzcGhPs5tS/Hha5Zx9YrpmOsW85d3bGbIaVAW30BeZUj7PmVrSImhDU1fIPzLfXv47mNbSWfSXLFyOr9/yxLOX9rG1GdaGOwqvGTNyjo8MWzeNcDhgyVmzmnkhjUd3L6+j2pN4WyJa85rozWtWbe/j2c37uecjgY8v4F8VvEfT3fzbz96EWcdU5o8PnLFXG65YCG3nDuFfT1FDg4HfOCGObxhaZ6tuyr81R1PsvfwIIEtct1lK/n4lQv41Dsu5eefe5iCCxBXI+ccZRWQcoKVyJ+u7h6wtmMyPcNFug/3RgEuRGPE0R8UEOPwFWQtrKkoDgUen/jKU6xY1MAVHVO56ZJF/NPtGzlUM5w7t5UgBW0tms//wU384Vfu4INvPZd2JTTkYJJUyZ4/h8HBMlWj6NEeDc4iqTYKIkhJeGHPAJt29Y/mRnVC6A9yzqRGrl3ZzruvWc7BngK3P72Tbz/YTY48tUqGvRWL0R7+SIDohISE1wMuDrkTOT+dHmfXIDuFuTwXucWyKG9444IGcIxE566TVbBmVgN5FDesaONQtoEgvvT6woZ2kCkJj+6vMjhciIw6EdJpn0tXTWNJFTqmNYAIeZXnuqWtLGvJ4VnB08LCqY34IbzvmtkE0gBEGQOe29fH+h2DnLt4Jm0uZEaDRlNj+uQmmiflgIAgJ+Q8xVpvCpWax9wXC7ylo5mrVrcxf0YjD246wNd+toHtBzM48VBKyHgBn/7gWtICga4iViNSA+NHMakcfOPxHu57aiPWwMyZk9ByOH6zTke+eSPzdQmvFE2e8LYL5tCWsjyy7QjfemoXtuYhzmPXQMg/37eVc5ZP5rzFLSztaOCpA8VoRpjRZcYgdty3TvP49oP86OlthH6W0MDD6w/w/ivmMWdqmnMWNLC9awj3Ep2PRARPKYZVjjt/vpPz553PxbPy3PHz/WgRUhJy+awWtNI88uIAZdEYF8U3e/7AEe54aBOlMIWnFUcGHV//8TbOWz6Hy1ZO4d+f2EdPBm44byamluLP//3n7AzB1w2g8zzyZA8Xtbfy5st8rjpvLvc8tYMVc1IsmpZluOphx8QUU9rhi9DS5ugZNFy/opXOwWjjg+CiVU2JXsu0S/PozzsJxONwKcPtm8s0VIa56QLHfc/vpdOk2bGvn0d3NDI7U+YTt1yEqzXwr99+gSkNHr901TwGgwyf/9FzFPA4UsjSWK7gUoxsuIk8RRShqm+ziHrhnIY8/+t9FzGzMc2dj3Xyw/WddB7qQ7ls9NIU/50SQYiDzr6kFkxISHg9cFYNMisy4qR+vFyWgpA1Houa0nz81lU0QRzTCVQ8amkgLdFA9vF3XwhKMTa0osVhLQwUhQNf38nzw0NUxWKVIp31+Oh1C9A4fB1irSVjFVcub+WGVTNHEwqLw4aKd1+zBIWHBgJrUY9X+eFen//5T4/QKJZff/Ncblkzh7+//wDPbuxF17q54y+u44WdR/jsnfuwQ4orLm7no2+ag2c9vvaTjXzt6YP0lWQk35XnHKHJ8HtfegZbtUxWKd5wRY5zl3fw1e88T9+AxijY2zdMpVyif6jMzOk5lHhoI9SUR1VX8aW+LJwM7y8HKg76WxMPzxms1DdY2KPixAmj09QurLGkxccLDfe9eIRyNUCJxkMYDhUbh4VvP/Y0//Oqi2nKOiwucu5W0X3tJApPoYBANAfKMCi5yCcRGAoDNuzcy5z2xWRFv2yb8sRlGdID/HjDIP/vu30uXTKdtXOOsP3AMPM62rhg1lSqgeW7D25jOJXFiiJwjg0Hh9g/5FCiwEWuXnvLHt/92XN84i0XMNmv4bwi058EB7QAACAASURBVNrzdJdrqKkwv1TBSwnWZEipRoadRpzHNRdM5r4nt3PVxfO4+dxmfJc6Kv9rVNeORko05Br58MUrIRvHLiPyUa0bZAWluffZPVRVyG1rprJgCiyc1AQpwzuvaqcgaWTA8OTWPp5XJVRW43mWGy5dyiRTJZduJt2k+OiVKxmUkIfWHeKh9TspunwkxDmUROFEZGSfaTQ3P1Ubls7I8xdfe5jbd4QQVHF+Js5xF4y0mBVNHCYx6bEJCQlnO7m4IySKIn7s7+JwGM7Dc8LBUsA/37edVpF4pcJhnFARy7lzMly/aho2AJWy3PnzTnoOBoQOQlS0bIdmAM3eQgkjmiqCSnn0Fyp84cc7KVWFm1Y0cMWKGRRdwL88tIsfP91PTg8ztT3Lx65eSWPGsX7XEf7z4Z1UlSa0lu6+GlNcBlf2sAhpl0frNF0Hu+itOtrCBlCaWlURFkIOG+HpPUW+9shO7n/mMPsGaoTSQM5LsXxRnsMFTWfnMLbqeHpfEYXQ6EIWHfFoqAkvHuhnxwAoEZwIgyrDut17uWzRXBoQyjgqqooRG+XSrM+2nDSBcsLJcDgqgbBPW1amHNmMx5agim8UjWZ0U9zIzjogIz4l5eF0hv1dg/R5GsURWsiRsilUaDn8Yhl1rcJ5QgkIGM15KtH/oh3JVigVBGfj/bYieF6OaiULRqOV4UzNsbpvosKCOEJdJC8eWmu+eO9mfuuGZaxqSdG53XFOi6Wx1fJ/Hu+imMtTrlbiFF0qtkRNvPAW7ewVSTNwuAdfCWlfSIc5PO2Ym/X48kcvxRCApLEWnIayVKiZIlll0SrkB0/uYGdvM9lQj/idpgNHrRRw4+WzWTEpRyAGl9N86yebKIVVjPERl8Jph2joqnrUMnkkCLhg4WQunt1APu2haoo3r1lOKagwOdPAslWGf/rO/RQDizaaxoyQ9z2yOUNgDTpdI+/7tE5uZDjI0qayXH3RJKa2ClqC2F90zJ3goKPNI3CW8xa1MmdeFMDEobDOUc9tZkLHN5/opLucBpcmY5MAZAkJrw/q61Wnz9k1yCT+muCVcDQMT4iIoaevzA8fG0DZdBRd3Dlq4hDPcfmSlfSWDOs2dXH56pkgab77TBfFUomSlwc0WhTWVeLlAAGlsYBxjnWbDtBXVJzf3gErhFAUe/uH6O1xVKua9+WEbFrT23OExkyG53pDugdruNDgex5aNJ6DTEZoyqex1jI8UEWJj0JF47IISqLFpO0HyrxwYJB2q3FKaAjLvGGV5tdvXMK6HQX++O4aFVtFO4cTMESvzcpGP9d3WwZoGpWwvyek4bw0S+ak6d5lwFkCZTHGkFYeyQLIy0MVwaQNk7Ti0qVZLlk9nf//u89TcS2IidMaKUFrD2sBJ/g6hSgNosg3+ZT7K2RJ41tBCwRBSPuURpwTjPKpiR7Z5SICnoA/svxucdZhnRnp3toSRxnljMMkOIl27VoZPYQR8Gy0WeXO57v41SuXcO0l87j3md1cvXY1ZZfmx49tRJPBlzjEh9OkAHGjcddCICWK5ob8mJN5hM5w8HCZH/xkEwNemlBHBpnWDhOU8Qkphx6hNezZY9i1p4TxylhlcMCUIENukuXWa2GAkMe37uPi1R0Mlix3PrqPUqqZQKXRAk4slbBGiMUX+PcfH+BbDQGXL2/jA1fO43P/sYEeZ7nlghlcf+FcHp8m2ECj85P59HfXM6fJ8Ts3nkOtlOUzdzyDzWiGVQ7PWcpSZvmihZw/qxnPRblCRvpbnDLLeTVCa1m1bC7VcDQKvwAuNjA9G/LDZ/spFAVjDUf5ZCQkJLxmGRN84bQ5y7ssiaftj/9eryQA57A1h0VjtcMHDBqfkJvPbeWiBVN5fPtBvv6TrUxva+CypTPYvqXAXdsOIzUZ8aRyYuMXUiHtR7n7Il8dn5RRpJxPFs1n37uWO3cc4FtPDtKZrrB22Ux6hgb5zuP7+bU3reDGxe3c+eRBLBpjhRBHKI5UTmhsEPoLQ/SXbOxbYiO/NxzWOUIlDCmhoBUZ49FoNZefm+d/3DSfBt/nmW1dpMIqNRcNys4x4hJYz4kVGbCRk6AfBhw4LFRqVd50WQcP7N2LM4aUciyfN4NNO/aj/OxZac/XOxWlCHWFrLEsaM1z04rZfP9He9jY56hnh0x7HlMmtyJhgFaKkrGEcYLrFctn8p29m1EuD9aCr8llFddft5owtGidjqLSxwaNuGgDi5Io1ImxYK3DWotSOtrU4gRnDXIGxljUJ6Kfj52llnjTjFAsKx54Zi83Xz6HWS0lVs1v42cvHGSgpnFhSEZ7+NZiDDQ15UmlM5QrEh9fsNZw6aUXEBqoBpZK1SFi8Jo8vrt+C13eTHJeE85AxoNrFme5aFk7G/oDghc68cThxMQzgxYEqoTcfN4MZjXkeHZvlS8/uJ+O6a185KblFEoh39/ShUFIO4/QWnRs6GaUZl9fL9uGHXNmNpJDsXtXkY06QGqWtfOa+dg7LmP9jiNcv3ou729djN8A0/KCLyn+6mNXkXYQeopPfe4xtpQ0n//BDlq1R0oFiIptqTGuDg1TqvzNL1/Ll3/6Ik/troCNxp0oRElU8Zl0mi0DKdrCkFCE2kvZK5+QkPDq4SXssjyroQiFKCSEchP794cSBUsMNLhUmnLaZ9hzZI3Q5DVw+TlT+PgNyxgOQr73VA+dfZP4s28+Q6Vc4X/cOp/rFuVpdRrnqhivhohEeTGpMs2ztKQ8cp7mI29s48u/fxHvvmYRqlxixvSQtMqQsVVuau3nohXTeWpjL/c9f4Su4WFuWtPBwjYI0VhJRXHBLMxvyTNvUo4XdxUZ9P3IDHSj/kQ2Nqim1mrMC4XGULh0vs9v3LKMdDrLZ+/by90bDoFU8fwSKcmglKGPGmFQpGIC2vMp5jcKV8/J87tXzGbN0jlsPlxg38Eh1iyZybTsIBk/w5va0nz9V1by4csX4p9ZTuqEcTRYaAoz5CTNwWoDhVqFd9x0Dqm8Im8ck1MBy2YJq5Y3cWiwSIosNszywFMH6TOG6xZP4erZ7aS0MKCyHBG4dEUzi9sybNp3hIf27aQiNcTFQYAN2DBKXh3NgGmcCCJRsnGFBzhCZ0ZeNE6n29fvybovZ3QEhTg98i9Q6JJm4/4iNVvh3z71HlRQ5eHtB+kPXLTGaIW0g6wUuWzuZBYsbaFAmbRXRinLhYuzLJmdZWd3DweLZbb3DfHYs4eYlsvwpksW0awshiJeyuGnA65c08RV58/iie0vICoTLWW6ANCYwNEQWK66oIl3XbGIwzXNp790P7v2Of7+x3vJafjg9XN4w7KpWAeereC5kBRR8NrARDH6ZlYU+VqNwMIhNQQE7D9S5UjRkc/Avv4uHu7cw8beYTbu62awFtBTDNi8+zDPbutl844+fBeQ8xxDJcO+oSo7Bhzb+yzbei3b+gxb+wO29tUoHbGERtE5UGV/HxzsF7r6hc4j0HnE0XnEsbWrRso5qkpTU6OO/gkJCa9tbJzL8kxesc562Iv60DORWO2IvJsBlKPJghNN88wMN53TxNsumkVo4W/u28e6rd1YHdA9kONz39vGR26dw++/aw3z53bxw+eP8MzhfjwJUEBeK/7onZezdkEGrxZw0aIZ7BksoF2V2VMa+X/+7kE29aWZ1+7xx+99Iz2Dhkde6Kanavjn+/byh29dwnuuWcyf/WAXQ7WAlCgmK8eq6WlaGvI8tG4rxo7udav75xiBGo4gJSzKpnj3RdN5y/mzOFIZ5j/v38dP13fhtE/NOVpaWmhPO6Y25JnclGX13CYaMjl+5y3n0N7eQj7l0V8I2PzD/TzeW+axPUO8e3YDN1+5nG/es4/z53fgTEg5KCUewi8TkVO/4IvHxj09HOyZwuWL2/BvW8y+A0UyuRJrVk9HKpZvP7SbA+RIpwOe21nm7vV7eft5c/ida+fz0M4jlGqW+U3CDSs7GBiqcue6g5jhDGnr4dl4gweCsxax9QAuMqHJZdyZzZBF66IKax3iqWh9cczv6ktvoXas39/Lrs7prJqWYUt/yKaDZZwF5RxKoOoFaOvTpODPr1rIvc0BvTVhWmsLb1vTQaoY8M2Huxgu55iicnzvyR6WzJ3Kb916EYtbtrNvoIxOWc5bPo83zGrnJ4938uIemCIpPKVw4vBkmKXTPG48bwE3XzaDnqGAv/vWc9QkR8o3bNx6mM98Zwe//KYOPv3281jZvp27NnTT1TuItlmcZCIzRymy+LjQ4BQsmpzj/efMZXd/kT19g5w7ewZrZ7Sx4f69/PEDz7BgcpZp7xC8YDqf+d52nFF4LoXoaAZcxwb0SJ2OG83EmDgKhkT1NcFgV1/kTZKKJyS8HjmzGe9XYRwyUE7wrGFOe4Ybz5/ORUtamTE5z56eAl/82T7u3zrEJCdxXCLNi9sMX/zONj5xy1LefXkHFy9t49FNh/nRi91s7+zBWo+fPH+AJ3eUONRVoK9sWFcTfu3iyXxoejNbDxeZ3JTl169dwMIZbfzLA3t4sSskW/V5cMcQ577QzW2XzOYPjPC5e7cSFtLM8AOuO28Wnd0FXtg7RKPVlJXCqjAagJXDakfWWN68vJl3X7yQc2dMYsP+IT5/32Z27K2h/BTKWcQ5Vk1O86GbFzLL93B5TbNLcWS4SrnsuP/R3Wzs7OXQUJVDQzkyUuO7G7q46tLp3LiqhaGDRd544UwGqyEv7nzpYRASjqYa1NhyKOSv79rAJ29aykVLW7lsZRvWKAqFKnc/2smDW4fRQRE/l2XQab7wo13sPDzIBy9bzMfmzaOmDA1Os2lvZIw/veswRjx8P4Ug9A1XGRoKop2CWAaLlr6hKrUgxJNRs0wpTTUw9A6WqdZO90ocxUrI4YESJhxnRDg1YvmF2rBr2NBbtihfs6m3yI6eEp6TyFgUCLWipoQHt3VzuFThXTesAYnyMhb6qvzrvZv5ye4+yp6PVsITXQU+8x9P8fFbl3HrFYvxPAET0DMc8I0Ht/GdxzpJeVmMsaSxzJ3Rzo3nT2f1/Kl0TGlk98Eif3fPNjbsL0aGkaqiwhYeWNfPzmqJX79uLh+/biHXnNPKAzv6uOORToaGQ7R4GFGgFI2ZLJmwxu/edj5Tp0zi7hf2cs7iaRSMT/uMdj5+WzMX7C3w6Iad/Gz9IWylQLPyMcpRrAyQy7URVALcUUZYfRuoIYrHD03ZTOTLNm6m+vjGl+NMB/CEhITXD6+aXZajfyN4TvOr1y7hPddNxrdCJRB++mQnX3toDweHDHmlCPAxolHaEkqFpzsDPvaFR3n/dct4/6Xz+Ohls3nb5bP42k938q17u7njuW4cVcQpGgwMeQHNoUbXCsyYnuc337Gac9ub+NnPB/nBj3fTi0anwNmAf39kO4sX5rl+VRtHivP59r2dvO2WecyY7POluzazt2poND5GHDWpkbMWjxBrq7z/vHn83q1LqVjFPS8c5n9/5wWGJYcohY1HbA+wAwGHDhfYdKjKk3vL7DxwiL7BAlYplPIxSuMA7YZxaDq7FV+/YxeffPsyPvGupXhO8dALAxzoVjjPJrNkLyMighKf9fsMH/vHZ0lpaGttxdRCensHCVWGwEvh+WmMdYQqpFoVvvN4D3c9sp/JzU00NuUZHijQVwwIXQqRNE6EdBDw7K4e3vFnu7FoAs8D5/j0V59CE2JIY8UfmWUxTvjWY53812N7CSSFFf+Ur8M4zfefOMTdTxyg7DWjj5OqR4wjl/VIS0ggVR57ZBeZ0ANr0AjiHJ54hNrjYMnwhbt28oW7tjBr8lQKxQKlSkjNeoQi+CryjfQDx4Y9wif/4TnyOU3jpBw9Pf1YA4FKY6xPi2hEQn7vQ6u5fFET7c6ju+r46o92819P7GBYp9EaEB/BQylL6AK2bqnyp3s28MmbO7hi7VzeO2syv3L1Uv7867u55/kdVJzDC6rMmTGdGkJPc44v/sc6blrbRmuj8OmvPkWpKvzBu1Zzy9p23r6mGU/SWAd/rKMYiIdtyJOHq/zJ3z7D6FLx6M7ImTOyvOuSDrDCNUtnkQkNvkmhqAF2NA1aPXTPSL1HxpiTaCyI/AmTzpuQ8NrlNbLL0gpYBaEbjSk2HicOK4YHnt3E1I7ldHZVePCFw2ztPkLK5FAIGkctDgNhEJyK4gAVVI7/88Bu7n2uh3eu7WD23EZ27B7AqTJOUuD8yCgURZMYOkuwd9jBgONQT5HN2wv814+72E+Gqlck7SCFontY85ff3Mpv33Yueztr1EyVDXuqYI/w4ObDBAg1lwHnCHSKR/YU2XHIUQ0UT23dzw82t/GDp/rYubmXop+LlzTrgQKiKEaPH+zj6X+vYAkIxEY79VJ5IEpvIxI5Xdc32DUZwz3PdpHJCFefM43uUPGvP3wRq9RIRPOEl494foqKzlEVodBXjZzgUw04Fy/2KR0HJY1mkaxoarqBgwXoGi5Es7+SiZ/n0TKlhyVQjoBcfKYoKGxNpYBUdO4xRpMVqEgaSJ/RddRUmhrpeGZ24r/JiHDh3DbmTGthfwHW7TqA0Ioe42ygJc6IIY4Qj6potvcMosTDi69RESJxyA7lov2IVTIUqrC/u4iQJqWiF7AowTl4VvHo0/vIqRlseLGHxzYPsrlYRekUiuhlTkVmYbQCq6MsB4NFw//6/i6WPtzN+y6bS0dHEy9u2YZD4VI1GlON/OiRzTy+PsM9O3ppbMvR2j1E58+P8OjzPZQzOT709w9yyaIpLJicpiGbpbkxG41ZBCDCj7YUsOLG1JuLfVRhamoaS6e2gkBXYYiHN5XY1T2MRo/MWNeNMol/FiJ/2ugYcQK2+Hijfn0JCQmvJV7KLktx9czIZ4Fv3vMkn3tomCGbQrQjO4HzuRODwyDO0JzN4UrCoLbUBPJGI9YRqvqb5pipfonilKUtID7K0zQ3BZSGBgmsUHV5iGMBKeORSldpmZRGN2kqXQH9XpUmI5SLeWrOYnURAE8ptFEc9hzZbIamoSpiBW0b8JpKlGqGkBBlJ2GooajRnDekwhQ95QoFBVMaMtSGLdmaUEorjEQmmShL/TKcBGDSIEGcqFzHA390fTJmW3y0U1TwXRQWwTRmSKkMA4UiQpWU9Unesk9MoB2+q5EdOEC1qQPjUkfV8TFM4Mwl9f/Xwz6IYWyuBCvjA/UeG6vCOgNy4l0YyqmReFy/UGKpfq3Kb9+8jLdeNo3P3P48d23qQypp0gaMChEcn7h5Ee9541y++ege/u6uXTgV+Uop8eJNCg6FQY0MLwpnBaMVoTgCFyBxiA+FQpxCW0sQVkgpTeOkPEcKFZynCU2AEm+kXv0xxopg8G1U10UVEpqQKTpLJecjA0M47VP2DH6YAwxOyohppeaKNGcz2KBGoMpUrIcTR4sVfKcpKoW1lqq1KF2l1aTpTzmU9aJ4fxAfLzKgijnhgoZWqqUaJl9m52BAqhwZm3V/0qNXBlRskNVnx8YvIScGWULCa41WivzmlS289cYLkThH7QmfK+N41fmQ1X1ZrHgMlx0ahziL7xQWG+1AI7JC6zkbdX0/vyicWDQBJjT09BsUGUDwHBixaAGlDcY4DvfWCHrBF0VQ9ShgEVUhZaPAsk6iXZNWQbMTTLEW7aD0LNZWKVVtvHNUsFJBY3AoBoqQchZPUqQdVAtRKINy2mHFjS5XmNE3YmXjpSfnIxjEHt8PzMVhEXCRxkoxIMSSchLNBCa8/Ezg5hM9l92os5ADV88I72QCTz5H3HLUjTQN0c7FVxGTs2muWT2Dw1XLA88dpqZyZLXCiMXEaX6CSpYBF83W+c4nsGWs0jgsIg6xChPdyaMHVqN15UtkyI5Uq7ORweKnqCBUi7GvljFo58Wzc6Mzv9FRLVgIMXGsQo1SwrCFSqFGXqcBh2ei79F5PDxVRDtLJajGO6P9KBeHi4L0BkCIw6p4X7hkGNYKcYZR49oCMmI4pcohW4tDiLOExTDunx6huBHVOh6zouXnMdfiVGTMv8rug4SEhNPHRkGrgNOfFjm7cciIY5FxIqHRIKeJA01KNGBFQ9XRW0nHH0O7aJCLhnwb+ciMucTR80chwjX1B6KLjx89Qq2qx12vLx9AKp6hcHUHaxWMplnCQ488aOtLD9G/0nFsp/rwq5wdo3xsTYxJxXOSgbm+ZBKrIz1mgE/CGZ1FJloZPuXV4ldnQzmgu5rjHZ99hNCvUiRLxvhEw0z88uAUX/nJi/zzfc8wnG0GD9J1m7Q+YX2c6xsN1yXHlEXGiorjesWLe/+XvfOOr6JYG/Azs3taEkJCQpciHZEqoGBXRMVrQ0VUrNfeuHbxXiui115QxArWz4YKivWqoNd2VUSRGlFQaQECIe2U3Znvj91zchISCIgk4Dy/3yFks2V2zu7MO2/1zcFaq6pn0clrVI4JUgv8AlRE8NJ7gPBNCN5eWkhckolYvYS7Iq2qhes13tP2+f9PakArq19sfG9BZfsF0EEomxBe8t26YzTaBsPOww4QZSm0l2l8a2MA051ik8LVllBT+PmmEHrroxVTE0+N6sq0oPk/cA1DQ2THnlgFELXKqRAanQgQ0NJfTmhPY4yXtNjzcYsQiQIygfaDTpL1WdOXTsmYxJQim6TwlJavr4b3Oj0qseq7W/mLrsVfcuN3PV3F6Rubt8qB/o8J0rWNQWYcMBgM21lD5plxLA2qYSoIDIa/NBqwfMfGlBJLewJZutDgSA0ijiVsFBKETOVSg8oYxOqub9UdXpOO7cn/V9+3yu+++4IrfH25UL65T3saN7HxQs3SLkrIVKoKoYW/v4lmNBgMfwZbP7Zsdx+yZFPNUGgwNDySRj+QvpnQrdRepZnSU5opy00FLghtpYS3SjdJ35dCe27s6cZ6qIw6pNr2mtqFX/oM4abpqZKRn1WDXpI/U75myQjHlFBpRiCDwbDt8RadW1dRersKZDJVS3J7XtVgMGwNyVQrVUkKNMlqnp6hUmL5YpFEKC8dhBL4fpzVzkvlGFDdDSF9bEiPSkzfbvtRlW4VQTGpk6vcX6Qfq72ybJX7JwU5MxgZDIaGwfbVkG2P0H2DoS7oysl4S0OTd1qqyCdJ02P1flGVP0TyNzdtf1KRO5KqMaWiBiGs+uVry2bvba/Mg6bTzpdseLqJU6XOkx4sU3lfWxB9YTAYDHVGCb1jRFkaDA0GbXQjm2czw0kVAa5SUEo/TKTtkn622vp+89s3FZ+9ZfsbDAbDtmfrNe/bt3SSqBy0zWRoMOz8bGlks8FgMPxV2e6lk1w83xAzThsMBoPBYNi52Pqwxe0vkAlIiNprWRoMBoPBYDDsiEgtdowoS8Avzut/tvfFDQYfgU5leq/8v8FgMBgMW4fU2qvsoWXDF8jiFWU0iS0j4idztIxjtaEe0GhcobG0gxtfS1ZcIGXQ/1vlvwaDwWAwbI7kjJHpbkA5Xl1qJaqWkKuLzmz7CWQads0NMuGigwhHImjtZcEwweeG7UmqYI8AoTTz5s2j+267YUm/jmm1sj8Gg8FgMGyKpJ3FiZcxZ/bXCIFfYlxXqWCyObabQKYFaFvTvE0zgsFwKodQsvadwbA90VqjlMvy3xvRsll+Kg+ZlAIhTF1Bg8FgMNQNnSw3p5vw/fezUDtC2gsAS0i0X1lOVBbLo2r5E+NdZtgeCAK27VVY1RqEQOutc8Y0GAwGw18ToTUIjatUDdVN6s72LS6uNAEhEG6a8OUX+90ofaTJ6m/4U/Fyrygt0X59w1QOd6OxNRgMBkNd8TNgK6V9gSw9JXbd2W4CWfXMHFUrtCSDRI2pyLB9MWK/wWAwGLYJqVIl6RJP3WeZBlQ6yUyNhu2LRiOEQMjKcF9vbWOeRYPBYDBsCZ7/sRRyI+VTXWeUehHI9EbaPFGl0Z6QaexGhj8ZAUrq1GJGa09AM1GWBoPBYNhihPAW+WkimPK95usilNW7hizpPSZJq6dkhDHDdkIkNcvmkTMYDAbDH0ak/k0GL4rKzZuk3gUyby7UaUnUjMHIYDAYDAbDjoRO+2wd9SKQiWoZ+oXwMqcLP5eH0AJpoiwNBoPBYDA0dPxMERqFEAqZljViSySZegtrrIxD0P7vlSKaNiZLg8FgMBgMOxRpEZZaVFWY1UGsMXkmDH9tjOxvMBgMhgZAPfmQKXTSm1pLvwqUQCZzeBhzpeFPxkt3IdDaT+SnSZVPMhgMBoOhzmgBAmS6u1Uyx33yv3WYXupXQ5YSvIQJrDQYDAaDwbBjoqsnhN1y6tlkWSlCbsktOI5DIpHwNBt+/qi6oGqpM6W1JuE4W1WDqvoxWmtc193i8xgMBoPBYNjR2aGiLP0SSVpW21a3m5ASpr31JoWrCjlxxAhycnPqZGpasHA+3836jgMOPJCWLVr6WzWO4zBv/gJmzpzBiSNOpFmzZgA4vlBVULAIKby2Kq0RKEAgLYsmuTl8/vmXHHLIQYTCEYQQ/O/rb1iwYAF/+9sR5ObmoLVGCsuYw3YG/PBgrTVCSuN/ZjAYDIZUlCXapdKTf8vn/HrMQ7YVDRYQdxy+n/09K1es4NhjjyXhOATtwGYPjSccHn30MVzXZeTIk5CW5YmGlsVTTz7J+uJijjvu+NT+UghisRg33nQzWrlYlo3Wmng8TiAQICszk+v+eR2vvPoqv/76K5dcchFlZWU8+eQTrFu3niOPPAKtFEJKI4ztBAggFouzYUMJeflNqnynW6NZ3TakqZZTNdQMBoPBUD/8sTF4x4qy9J2v47EYtm1jWxaW2PgWapofu3fryhlnnM6TkyazfOVKtFIAFBQU8N///pcBAwbQvHnz1P6WJbEDNldefjnRaIwLzj+f++67j759+9C4cWPGjr2FDu3bMnBAf1555RUKChbz7azZ/PrrbxwyZAi5OTlIaSbInYWE6/DvO+7gyCOP5Mc5cyv/sAUm8434Y+4GPv5qzDxqBoPB0EDYugG5HjRkaROIrrK8Uh1VMAAAIABJREFUr4LSmlNGjWJxQQGWbSOTNaKEoLS0FCklRx51FFJKpBAopSivqGC//fbjvvvuQwiBq1yWL1vGsuXLicfjBENhMsJhJj31FIcOHUrCcXj++eeJRCI0bZrPt99+jRCCjh070CQ3F0tCy9YtiETC5OTmkpubQ6NG2VhS0rp1awp++oleffrwxZdf8r+v/8fChQuJRssZvM9glv66lJYtWhCORNBapTn8GRoCWmu00ggpUtquZC3LmlCuiwAaNWrkfe+9eqG1QvjPXjJiU8pkHbOq5/EKmWu0AiEFaJ1aOKQuqWtZHwlAa5RSSCn9DW5aXQvf5C907ecwGAwGw5+DH2X5R1fZ9WSyrItGQSOAAw88kL333huEwLYtKiqi3HrrrQwaNIjDDz8c13WRvlnw/gceIB6P+ROkRCmXDz74D//3f/9HPJHAtm2EEHz5xRe8+847vrCkCQQDPP744/6EDLf/+zby8gZ405wfCPDG1KlkZWby/fff0zg7m3g8xthbxlJaWgrAlCmvsWb1auKJGDfecAO5ublcd90YOnTo8Gd2pGE7YdsBRp50EkOGHMwee/QHNEprtKNAayoqosRjcQLBIOFQiEDAQikvkEQIgbQE2lWsKy4GNLk5uX4h8zQEuI5LSWkpSikaN25EwPZeUYUg4ThY0iJgW0TjCUrLSgkGg2Q3yvb2UcqI/AaDwVAfbAOlS73XstwUWms6de7MoYcdRigYREhBQUEBmZmZDBg4gMMOOywljGk0kyZNQgqJ5ZsKbTvAcccP59DDDsO2BEp5Oadcrfn7mWcx9NChnHzKSVhSEo3FsC0LISRNmuSmtCVae0LZrG+/TWnnsrKyCAVD3H33nZ7zv1Lcfe/99OzVi9NOHUUkHAIBTZo0qeceNGwrpJTMnPkJH330EY8/9ijBUJC77rqbpUuXMvLEE5n89NMUFhaC1hx33HGcccapgMWyZcu47/57adu2DVII/vPhhwgh6dSpExecfx6dOndJPWu/Ll3C/Q8+xML580EIsrMbMXr0aAYM6I9tB5g/bz733Hsvd9w+jgcfeohvv/2GFi1a8NxzzyMBVd+dZDAYDH91NsqjqtPMIJumQUdZCiGQUqa0BNp1+OKLL4nH4/z441yK1hWR16QJ0rLRriIWj6OU6928bxXNzm5MZmYjLF9wU0oRj8cpKy8nLy+Pli1bIKRXkV1r7Wke/ZnN9U1a0rYYe8ON9OjRnUcefZxFCxeiNOTlN0NrjSW98+bn5dGyVStCgYB3zuSXYMxIOzxCwKpVKygoKMB1PRP0ypUr+fabb1i6dCmdO3eiU4cOFCz+icefeIJWrVoxZMgQYvE4CxYsYPbsWeQ3zaPfHn2IxxN8+8233DL2Vp54/HEs22LhogKuvOIqAoEAffr0wbItli5Zyg3X38A///VPDthvX8rKyihYtIhTzziLgG2zyy5tyciIINAoDUoJpJ/QzwSSGAwGQ32jwc/MUBeX/QatIUvhawKXr1jFRx99RE5ODkuXLmX8+Ic4/4ILaNmiWVo2XOnLY4KSkhLKy8tBCAK2BXhat1WFqz2nfq1Zs2a1H7IqUikNLGmTnZ2NZVneNqVZW1RE4erVlJaUoJXCcR1WrloFSqG0ZuXKlbRr147VhYWgQVqS/Pw8wuFw/fWbYdtSg6VdSsmQIUM4/7xzyMjI4OdffuGmG2/mwfHjGTp0qF8JQJGVncWtY8fSsVMnpLB49vnneWzio2woKSEzM8LLL73IhpINjH/gfnr37o20LFYXrub2f/+bN998i8GDB6O096xZUnLjDdczcM+B3uvuP6NGBDMYDIZ6JpXlvnr6i6RgVvtIvcOkvXAch//850OWLFnChRdeSE7jbB54cDw3Xn89d911J7lNcoCkZsBzmn733XeZMmUKlmV5iWTx80jhCV4vv/oK0999CyE0IFPRcvlN8rnkkkvo3n231IR6/333kZGZSeGqVXTp2pU5c+Zw5x134rou0WiUtUVFrFu3jq+//ppEPE7Ccbj5phvo168vrhI1h34adkwEqWCARo0accD++xEIhtBa065tG5q3aM6ChQu9Z9F3xu+4awc6deqMkBZaKTp16kgoHGbevHm0b9+OxYsXs0e/frRt146SklKE5Tnv77XnQB599HH/GfWe23PPOYdBgwehlefHJgS4pvSTwWAwNEDqnme1wUZZprYKiMfizJo1i0mTJ9O9WzeOG34sGlizZi3jH3qIBx54kGuuuQbLsnBdB+VrC9q2b8NuPboTCNhopdFoXKV47933qIiWIYqhS+eOtGrVEpWc0DREIhHC4XDKyV8IwcFDhtCsWVNmzpiJZVm0bNmSk04+CcdxWb1mDU898QRCCA4dOpTMrCxs26JZs+aUlkeJhMNeZB2eJsNQ/6RqWaotr2UpkgsJAeFIhDZt2xII+LnwtEZaNpFIxLN9+/bvXXbZhWAg6AUCCElGOJNIOExZWSnFxcX89tvv/PLLrxx11DFIIQgEg5SWlhKJRJBSUlJa7p1bSgYNHoQQ0je1e5GblkmxYjAYDPVDjYlhwTNTauqaYaweoyw3P4ForakoK+ftt6cz/qGH6dixA9eOuRalXISQHHf8cFasWMH06dP9NAQaISTSDz/t368fe/TrhxAyJVwtWLCAmTNmsmtHL/oxv2lTLr/8cqS0UkosjZcYNumMpzXsu9++9OyxGytWrOSnggK00hx95JEorXnxpZewbJtQKESHjh3Ye/Ag73ywRRO9YcendkWoqPLTy1Hnadksy8K2bTp0bM9hQ4cipPSCSbTCdRwSCYd4NIZlWSlfSH/tYKoFGAwGQ4MgfTCuphWro0GwHr3NNz+TCCEIZ0T48KOP6dOnD2PGjGGXXVpj2zZaK2zL4vzzz+Ooo46iceNswBO6PHcwL/UFiJQpsnh9Ma+88iqxWIwrL7uMY486ms/++zmPTHyceDzhTXiWhSW9iQ98bYgQOPEEv//+O2tWr6bgp58Ye+utaDTFxRt4/bXX6da9G3sOHMhTkyZ7GjrpTZo15K017KiISs0Y+HmKdXI1lL4qqvHg1IFJs3oyr16zZs3o1q0b0fIKhh93PCeeeCIjRpzAcccdT9NmzZg/fz7Z2VmeEKY1liVNSjuDwWBo0IhqPzdPPYgLyShLq9q2GtAaoeGB++/n3nvuoVOnTliWjZAWth1ECIuMjEwuHX0pBx98EJYlkTY4Tgxw8ZzoFEJARXk5D45/kHfeeZuLL7mY3XffnWOOPYZ99tmH5559hscef4Ly8nKkn99NaY3ruLz3/nsUrV3LRRdfzPEnnMj7H3xALBqlc5culEfj/OfDD1lVWMjIE0/kyCOPoHDVCu66606UckC7OE7CN3v6d2pMSzskOq00kUD4QSEuGjelAU1qrsBPr+J6TpzBYIhYLIrjuimfRKU9U2ZZeQXZjXPo3LkzixYt4qmnnkS5Dq7jsnD+XMbdOg4rECAcDiN9rZgQ2yjJv8FgMBj+OFr4Mk0ycffWsUNEWSY1CVU3ev5YiUQCIQTxRIx4Io5Wrm/OUbiOYtnyFcydO5cXX3yJ5cuXc9ZZf+fYY45BWjagueLKKwgEbN56800WLVzIiBNOoEvXrjRrmg9C8NWXX9KrV09atmxNu7Zt+e677ygpLeGSiy7ku9nf8/LLL9O7Vy8OO3Qorqs49NBDee211+jarTOHHXYYoWCIKvpKY2LaIdFaEwwGadSoEQqN47oEg0EyMzKQliAZQeMqRTAYJBKJ+P6MXuLi3Nw8wEve6uXDg3A4TCgURAoYdeoplJSU8uorr/Laa68TCoUoXr+ePfr354zTTgMkCklmRgalZRUotz5raBoMBoNhY3bYxLBbVw09iRCCwtWFPDJxIqFgkJINJawtKqJP316+35dg0tOT+fLLr1i69Fe6devG2WefTb++fQkEAgjfPywcCnP55ZfTr18/nn/+BW686UZ69uzFiBEj2HvvQdxxxx00apRNIBAkkYhTuLqQ+fMXMGPGDJ6aNJn8pvlce+01JBwHKSRnnXkma9eu4cmnnqJJXh7777ufn629qvnUsGOhtWbYsMPp27cP4WAQKQQnnTTSS1uRkYX2szRLASOOP44D99sP2w7QokULrr76KtrssguQzK0naN+uLZdeegndunUjEAjQNL8pV111Ffvuuy9rVq/Bti1ychvTuXNXdmndGhB07dqFm2+5ify8fPMcGQwGQ0Nkx0oMm+5rs4lalq5L48aNvfJG+NoAlWby05rs7GwWLVyEZXmRmLv32J2zzzmXZBzcru078OvS37j6qqtp3bo1WVlZ/rEpRzMAbCvIwQcNYUD/PZk7fx7PP/c8kUgGAosmTfL9jP3KqwLgO1Y3aZJHfl4el19xOa13aY3juAgpycpqxD9GX85jTzxGTuNclALbSlqGzSTaUEjVshR1q2UppaTHbj3YbbfdUlGWfXr3I1VD0jdTWjLA7rv3Sh2X07gJ++y9X/Wrk5ubx377HgD47p8KwqEwB+x/wEbt0L73fpPcPPbZe99t0wEGg8Fg2HYI7Q3WYutrpgi9HZfaM2fOZNCgQZ6AI9Kz9ScnNfAEJQFC4yQchF88POUELYVfa1njOC7S8hLBJk1Drut6Ts9oBJKE4/n42Jbl5SGDWjPna62RlsBJOIAX/QaeY75SXmcnEglAEAoFKCuvIBKJIITAcRxsK02+1Q6u9tJshIJBksKnNvVtGgxKKebM/ZHevXqlkgJvVURs+gtoqjIYDAbDXw+h0Erx9vS3OPbYY1Obt2ReqWeTZe0opdHCE75EtVDFpIO1tCwvolFUOlYnhSjPn0cTsG2UVriurtkXLQ0hBFp52pCkeTFZz1L69TLtQMAXBjXhcATwyibZtlWpaUlruxcR6kd/GjfsnRMjhBkMBoMhxeaz8tdEPdayFNW2VRXQpJQIKf1bElXvKxmxqJP5nGSNwpaUyaSfyb8lP5sWBqsLgPjX19pPZYFAoVNJp2S1/f0E7Sb/mMFgMBgMfzmq1equo8t8PWrINt06IcTm2+9ZNv18YzWfA7Zd1aJki3RNAl16hwvhpUYwjtcGg8FgMBjqwA4bZQm+wCWS56p1rxrMhZsu2VTrmZKJoNh8AjdPy7a5ZKEGg8FgMBgMDTjKcptpl/RG/9mKc+iNTlOTOXKjNqeZZbUWf1T+NGxLRNIMrf+YQ7/BYDAYDClf4h0xMezmXLkammKpLu2pcR+xmb8b6gMvWMTTeNZogjYYDAaDYUvZKA9Z3anH4uIGg8FgMBgMOxFi6+WbeorXF9VSBRhTkcFgMBgMhh0QkcylqvgjCqd6Ki5uSiMbDAaDwWDYWUgKY1svmNVjRktjtjQYDAaDwbAzkK5skmyN0qkeoyyNhszQMKkpwndTEZi1RQTXdsyW7r+t2rQt76EhtilZ87NhtWnH79eG2Kb6uoeG2CbzXTecNnl/rP1Pm6P+NGRVHN+MtszQMKjtRavPJL/bqk3b8h621bm2bb9um/4w3/Wfc66doV+3JbW2aRudZ2sw3/XWXjR5jT8mzZgoS4PBYDAYDIY/ghaVn61kuwpkJSUlfPPNt3jZ8yUka0Cmsu17pkythZHZDH8OvmZWCFBK8dPin3CcOKl6YwaDwWBoMOxIDk7KdXEcB600QibLJ2pvwqnDXWxXgSwUCpGZkUkkIwO9UaSlAgFKaU8gMxj+FDQaBVrhuoqMjAg5OdnYto1S3h41uQ1sSttdm2tCbcds6f7brE2bUKdv8T2k/tn52mS+62r7p/5pOG2q7ZhN7p/6p277b9U1/uz9U/+kH7DptaRp0+b331ZtSsQTrF690rt3XVOk5aZlm+0ukHXr1g0hBFpUi0IQ3mwohEQgdxyR2LAD4r0kSikS8QSdO3f1tqrNHPUnO6Nu8f7eQQ2rTZsYwRpam+rT8Xhn7teG2CbzXf912lSf37UUgvnz5lYT1pK/6Gq/b8x29yETUqCVRlO9dqAg2WCNRhgtmeHPxH+8HOXusKbKyjempr/UD0KIGgcxUyf0j9EQ+7UhtmlnoCH2a0NsU8ND4zgJLEv6tZGBjSyBDUhDlmyksCQIkWaa1FV1jBpTX9Dwp5J88lxXbVaVnTpmCwefP3v/7XGNnaFNO8M9bI9r7Axt2hnuYXtcY2doU4O6B+H5ilmWJ7hKmTxuy6633QUyrTWWlChImSnZqJSSwfBnk1y5SE/412a1ZzAYDIatZcv8xWpiu0pBWmu0qkEdYZRhBoPBYDAYdljSzZNbt7ivpzxkadRYZNxIaAaDwWAwGHYAdFIYS0/Soav9DpsT1OrXTriR435NN2AwGAwGg8Gwo5GuNUvKN7VTz45bRvAyGAwGg8Gws7D1Fr56MFlK75Nqc01mSmOyNBgMBoPBsAPgR1lq7VZm5/f+kPZz8wqoevYhS08Mm6zOWW27wWAwGAwGQ4MmXZG0Qzr116AVE8IoyAwGg8FgMPylqAeBTJGsW5ly6jcKMYPBYDAYDDsiWgAWdTVN1obJxmowGAwGg8HwR/mD1r0GEGW5/U2UQoo/lJV9o2ONhu8vgxB/7NnZWRBSpJUH2UkQ9eTCarw0DIadhz9Qh7seBLJklGVNCWHBq2KpqImidUVMmTKFH+bM2eKrLl++jHffe4+iorWpSwopcFyHadOmMufHHzdZ0R5gydJf+OabryktK0Fphet6ERUCmL9gPq+//hrl5eVVjtFas2btalavWc2aNatZuWoVq9cUUrR2NevWrWHFqpV8/vnnVMRiuMrFVYqCxQV8/sVnlJaWYIbqhoVGI4Te7LOy0XFa1zjRJ8uJAV4psZo+NTwDUmiWLl3CM88+y/Lly1GbaI+m5mvXBSG9M9R0vJDeube0L+p+cb3datoKAVKCUi6u4/D6G1N58eWXcV1nk/dX5fvb7DUUjuvUeG2lXK8v0Wit6uWtF0KnxjXXdVG65nHYYDDUgFBecKLY+vem/jP1p7Lbemi/pqAlBOXRGLadbKJm2e+/8/QzzzBixAh279GjxrOlVu1pwQFKK958azrvv/8+7dq1JS8/L3XdaDTK2FvHcd6557J7jx6pwbWqFsTbNn/eAsY/9BCX/WM0hxwyhITWSMBxXSY9NYm1RWvZb/8DyMjISB25vriYG264CQ0EbJtoNEooFCIWjdJ6l10YOvQQ7rzzTs4+91wOPWQI8Xic28bdjm1ZjBt3K5mZWRiFTP2jtGb58uU4rsOu7drW8pzUTsJJoJTCdRwcV5HbOBtHKeLxBOFQcIvTIccTDh/PmMEzzzzLyBNHUJOySgiIxWIs/fVXdmm9C5FIpM7nV0ohpUC5DuXlcVzlkJXVCIEAAZYA1/FKoQnhFdTdVppDT4OtcV2wpECl5ME/70XQWuMkFEIIfpw7l8cff4wrrriiVi2gUoply5cTycggO7sRATuw2dYlHE3AtnFdhdKaiooKpABp2QQDFloLXFchhcCytv09bg7XL2unlNc+GwtsvO98G5CsGWsw7Lzoaj+37N1pAD5kG7+hWmvKyktZt66ItUWrWVvkaZcWLipgw4YN7NK6FYWrV9f4Wb58BWWlpVgpk4rGTcSZMmUKjRs3xrJtli79lSVLllK4qhCtNOFwOHXdTbXzgAP3Z8CAAUyYOJHS0jJsy+vsn3/+ha+++ooDDjiA3Jyc1BFCQCQSYf/99+P3337j8GHDOOWUU4jH40RjMY4++mj69unDwIEDmThhAqsKC5k1+3sKCgoYuOdA8vLzt2VHG/4AjuPw3HPPce011+K46QuIus0w0958k1NPPY2zzvo7Y669FlcpBJqykmJWrloJtWiFa6O0rIwf58zh6KOOSi1iqr/70Vicxb8s4YrLr+C3337bovNLKfjpp584YcRJnH7G6Zx99rlsKN6AkIJ4PMYPc+ZgWwKN2uZaLKU0iYTLqpXLWb1mDcLXZqf8ZWv5aK09jd5m9qvtI4UnEC0qKKCkpJjevXpi1SKQxeNxHnzwAV5/7TVsadVp2LUtC8dVxBIJ/vmvf3HqqacycuRJvPzKKwhhEY3FWfrrUmyLyjRA2xEpJAKBEDB/3jwsyzfPC532oWqfQ537d1sJdgZDw2fr3t8GEGUpNhp8hBBMm/YW4x96CMdxU9scx0FKyQ033pSmOauKlJLTTjuNU0eN8rpEK/77+ResWb2aRCLBeeeeh5SS0pIShh56KOecey6xaNRflW+s8dBasb64mNLSUqQUDBw4gK+++opJkycz/NhjcZXLLTffTHbjbNq3b8+y5b8jhaRxTg4ZGRlEwmG6deuOVooePbqT1ySfDz/8kOJib8AvKSnm0MMPZcbMmfzvf1/z3//+l2AwyLBhw9hQvJ7s7Bys+lguG6oghaCoqIjCVauQvh9ZTSt+4S9xlPJMQIl4gpKSDdx7z700a9aM9u3bkZPTGCEks2bP4pJLL+SKK67g2KOPpnJ9JBBCblLYW758GV9/8y1nnHkWkYwwKYto2uOblRnCwqWoqAjXdVPbPW0WIERKwyUluG6ltktpl/Hjx7Ni+Qr67dGPSDiCHbCJxSr49x13sHLlSp54dCLSkijXxbIs/55F1etIAdoT2SwJ2m9gdWuYZXntcRIKyxYsXLiISy65mJtuvJHBew9GCAshKtePSqmUP5/W2ncfgKBVqVGvqIgRCgYR0tM4KbWZOnISSos3MH36m5x+xuk0yctFAULqjfxClFIUFa1jXVFR6nqO6xII2FW/BO9PKdOmZUlefu5Fvvz8czp27kR+fj55eU1QWvHB++9w11138cmMGUg7KWDrau4d1U6tNUprZFq/e9+BTtO6Cu+51J4FogpVDRQIIbjzrruZOnUqM2Z+TCQc8s9XPYG3QKBJOK6v5bMqtaVotAaZFKSNIGb4y7F1uq76NVkmB5y0EUFKgVKa3n36Mnr0P/ytmvLyct56azpNcnM4fNgwXMfd+HRCYNk23Xfr7vuDwLriDUx9YypN8vK49pqrCYUjJByHe+6+m4yMDGzbwrIsb6ASAiG9SSpJLB7nySefYtq0aUhZ2clvvP4GL730MgLPZGlZFjfecCMJx6FRdiNuv/02+vTq7XnEKYWUkvfeeY+MzEx++fln8vLzWLlyFbfceiuu45CXl8f06dNZsGAB4XCIf/3zX7Rr355/jB5NTprWzVA/eL5jIKT0hQxvazzhYEmB4ypsSxIMBbz9tS8wSMmqwjUIKTn6mGM47dRRBGxJwnFJxOPE43GU6/kOCuFpUSoFhzTze2VDUEoxY8andO3alfz8vNQudXblEmBZgvLyGK5ShEJBNNLTKAuIxzzzakVFlEgkzPjxD3o9oATrNxT7mhRNwnVIOA5aee3WWqE0nklOuQSDAYT23mfbkiQcr4+q3FvyN1+wQoCTSGAHbDQK5ftTWf64AJ7gFItGcVyXcCiMHbCQQqDQKOULZ0oTCQeJxeOeZiZgI6WV/No2khGEgETcJRqt4OfFP3PmGaenNOx1ESi09u5RK43jJEg4DoFAgIBt4SpPYEo4CUKhAMXr17F27VremPoG2Y2yUNoT3JVSuK6Dq1xQAoRAis0P7MkudVxFPB7HkpJAwEYpjWV72rtk32mtsaS3wNPolCDuOK6/yPWExqRgLfCeZa0VSVVXRUUUy7KxbRvLkmjlItA4roNlWb5vrovSLkJIpGUjhEQIY7I0GDZF/Qpk6atOUTlgAHTq1InOnTp5QpYlWFSwmBde+D9OO/VUDj3sMAI1aMhENfOC1gk+++wz5vz4Ixecfy4HHTwE7ftuFK9fT35+HpmZWQCsWLGC8vIKMjMzqpwjFAxy/AnHM3ToIUgBSVktFo1y5VVXM+KEE+jTrx/ZmZlooXFdTSBg07HDrp5wqbXvB6N54f/+D4CSkhL22nNPMrIyOP20UQQDQVzX4bHHnuCII47g0KGHAIJQKFTFH81Qj/i2GSllSniwLUnB0qU88sgjFK5aRWZWFt26dWXUqFE0a9qM//3va1544QUcxyEWjfLm1KnM/fFHMjIiCKBwdSFSWjz3/HN89NHHnHPuufTvuwcKVU1TW/U9icXivPbaFE488QRatGjmNW8LJrqysnIee3QiP86dh9aarMxMTj75ZPbccwBlFVHGXHMtlm2zcNEilHIYPXo0liVp3rwlhYWrKShYSGl5CRdceCHdunfnzNPOwJIWxeuLeeqpSRT89BOu45Cbm8vZ5/ydzp0647guErj66mvp3LkzZ599tnc7Alzlcv31Y4lEIgw7YhiTJ08GIYjFYjz66KO8+uqrnH3OuXTu1IVgwGbypGf5eMYMpGUTCgQYedKJ7L/ffgQDFr/9tpwnnnyCI/92JKsKC5kyZQpSwsSJj4DQCO29wxv5u/larHvuuZeePXvSs2cvtkSzo7RGovnk08945ulniCcShMNh9tl3H44//jjCoTBjx95KeVkZP//8M5ZlcdtttyOlZJ999+H9d99jzdrVFJeUcO0/ryMRi3PSKacwsP/AlParJh89T1OoWbtmLRMfe5wlS5aQiMdp174do0aNolvXLggp+HXpr0ya/DRDhx7KoL329MVMQVHROu65514OOeQQuu/WnXvuupvvZs8mkUhwzdXXEAhYXHb5ZbRq2ZLC1at4/vkX+H72D9h2gNzcXM4/7zx27dABqaGiIsrNN9/M3nvvzfIVK5j93SxatmrNOeecTZtd2hhFmeEvwB97yBtALUuoqjcXCAQyzYzpOIpZ330HQNduXX0H2I3PrJVnIvFMGIpVq1YxadIkOnTowDHHHIMlIZFwmTfvR6Rl0b5dOwQahOC9997DDgS46orR2HbIn3Tx92tbZTAUaGLxBPF4jF12ac3gvfbytvsRaUnTivYnVo0mEAjw7LPPkNckj3G33UZZWSm5OTkM2muwP6gqJk16ms6dO9Ov3x7b3FHa8MeporcSmtnfz+Xiiy5CSEnTpk1x1q9n6tTejhv7AAAgAElEQVRpzJs3nwfuv5/i9etZMH8+QkoaZWWxYcMGFixYQJMmOWigeP16XMdh3bpiXFdTWlLua8pq/84TjstXX3yJVorevfqAlii3ZmlMS19r5JvLtNZsKNnA1VddzU+LF9OsWVMyMjL5ZckSxlx3HZdcfBHDhg3jp8WLsaRA+NFCBQWLyMzMQmtYtmwZRWvXUV5RxvJlK2natAXl5RWEwhEuuvgili1bTnZ2Y7Kzs1n888988umnPPbYY+zRtzcVcYcPPvigiqY56bD/449zQQiGHHIIJRtK+e3330nEXVasKmT9+mJWFxbSrUtnLrjwAhbMX0R2djbZ2dmsXL6cSy8Zzb+uv57hw4dTXl7O119/w4YNJXz11VdkZIQRQhCwJE6yb4XGS+JYiZQCS8KH//mIE0eeSE5Ojv/+yTqFsVtScN99D/LWW28RjUZpv+uurF27hueffY5fFi9mzHXXsvinnygtK6N4/XpPU/7LL8RjMfbdb18W//wz8XicJjlNmDtnHoFAgNWrCn0tXaV2auOHUlDw02IuufhiIhkZBAIBbMvis88+55tvvuWWsbcwoH9/1q0v5ptvvqVXz15Vht6ysnI+++wz9h48mHg0xjfffusFHgWDFCwqIBgM4jqKiooYd9xxN//99FNatWpJZmYWc+b8zqhTT+PhCRPo07snSis++fRTvp01qzLoRVpUVFR4VoI6aPsMhh0WLT1fjE24GGyOBhBluXmi0XKmvfEGrVu1pHDVKirKy6lNEu3SpQvhcJhYLMpVV16NlJJDhgzh33fcxbBhw+jWtQvPPvc8ubm5dOvePXVc+3bt+O+nn/JTQQGXXfYPeuy2G0JIEokErptIRZdprdFKsXptEeFIGDsQpKKiwvdnodL5VQtCoSBCCBKO66kwtBfV6U1IgkQ8QXlFBQJBIhGneMMGpBCUlZUBnoiamZFRZQIz1D8azZo1Rdxy883k5+czduxY2rVvTzgU4u133+Hhhx7m7bff5oQRx3PggQcyb948LrjwQi4691xOHDECpR2ktPjss8+48aYbuOiiixhx/PG4Svu+WLWru5xEgkcmTqR79+7069d3i9qttGb69Lf54YcfuPyKKzjmmKOxpGT1mrXccP31vP/+Bxx00IFMnz6dsrJSrvvnGJYuWcrbb73pm001a4vWc+8997Fi1QomPjIBKSVKayZPnkxx8Xqu++c/GXboUJCSH3+cxy0338zll13Gs88+S9PmzTfbxj369eORiRP4bvYPjBlzNTfecAN77TUIAUx5bQpz5vzIyJEnc9655xAIhojHo9x4w4088fjjHH744Z7/ktJ8+umnnH/eeYwYOQLLskg4LkLW7peXcBWTn36WjMxMjhs+vNJfrY6ax4KCAr744gt269GDu+66k2DARgjB/734Eo899jgHHHAgzz//PELA+IceYsqU13j66aeJRMLYlmTIwUN49513uPOuO5g29XXsQHCz1xQCYtEKnnrqKUpLS7nyqis4+OAhSCn4+utvufOOO3jp/15kjz36eQvYpGDu+3pVH0LbtmnNe+++y7jbbuP1117jPx/+xx/D4PU33uD777/nlrG3cPhhhxKLx1m1spBLLxnNXXfeySOPPEIgYOP67hsXXngBxx5zFEJKXNcT7JWrzFhmMGyCBiuQpWsJXn99KgUF3mpt7K3jCNg2shZH9/vvv49d27cjYFv0778H3bp1p02bNrz99tuMGzeO/nvswaxvv2HIkENo1aoVFRUVuK7LXoP2on///lw35jrG3jKWyy//BwMGDODtd97mk5kzfF8JL4WGUoqy8nKU6/LqK6/w4Ucf4ftI4+nFFI2yGnHWmWfQtm1b3yyjuP32fxMOh1lUUEC3bt34Yc4cnn32OVzXAQ0rli/n1SlTmDFzJuAJf9f/6180r8NEZth+aK2Z9d13FBUVcdhhh9GufXuCARtHOQwetBdvTp3GpMmTGXHiCCwbbNtOaaiElNjCm6zDkQiJeALX1SiN5+NUkzktjXlz57JmzRpOOflkrFoCW2ojFo0y54cf6L7bbgw74gjisTjSkmRmZXHiyBO5/l/Xs2JlITk5TQgEAggEJSUbcP00CJ77gLdIcRIJpJRoDdGKKI9OnMieA/dk/333RWkBrma37t24dPSlXHP1NUyfPp2zzjrLa0iV5Lo6TdvtOcYHbQspJeVl5Z6pUwqi0RgLFy6ioqKcs848k0QigRBe+o9Dhg5l5iefUlRUlBI02rRpwxlnnI7SyjczV6Z0qEkocBIJvvjyS9q3a0enTp22OLnj0l9/57fffmPMddchgHjCRQrNQQcfzMsvv8LSX3/17lB7/rCJRALLX5i5riYYCHh+V0oRd1wCwco+qk2ItC3BT4sXM2fOHE497TQOOuBALEviOIo+ffpw1NFH89hjjxGtKE853tc2bmp8dwwhsC0L/O/atjy/u4mPPEKPHj3o26cv8biDUpCX35RTRo3iiSee4PvvZ9OzZy+EEAwcOJAhhxySWngGAzbxhELX0vcGw05DUimzldRjlKVIG/RquAHhmSAXL17MM88+S7fdduPee+8lHAoipWTatDeZPGkSU16bUiX6KhwOgRAEAiFG/+MfqUHtgfHjeeXlF3nyySdQSjPq1JPQ2gE/yWcwGKJ//wE8NXkyF190EQsWLqDPHr1JJKKsLVqDHQiA8gZJS0pmfzcbpTQ/zp1Lr969sW0b5Ueyaa0IWIGUg3PQDqCUYpe2bXHicQKBALFolHAoTPfu3YnGYiRiMb7++mvWr1vHvvvuS7SigszMTEKh0J/8fRi2FCkFv/y8mNVr1vDe++/zzrvv4rou0nemXrdu/Ua+f8nnRlApcCnlopQX9AH4jtOyqkDm+0FrpVHKYfr0t4nH4xwydKjntL0F2fLj8Tjz5s9n7Zo1nDRyJCUlJX7wgfSSgfq5xzxtr2cKlVIipIX0VfECb1JXWmNZNkq5CCkIhcI0atyYYCiUdn9ecI5SioSTQAhBMBRCKbdK0F5S4NBKY1sWwhJYlkUwGMS2POE1HouyYUMxgUCQQ4YOTR3ctGkzCgsLicfjfPnVV/Tu1RPbtjn2mGMQUoKbdGj3HNiltFN++kopYvEEkXCAmTM/YcmSJdx3//1YtlWrGbg21qxZQ0lpKaNHj/aF78p+jVZUMHfePE8YtCSWtEgkEt5z4T8PQghvDFHKH+Msv198bVYNUZ4l5QkqyssoLSnhkCFDENJC4AlUDpCRmUk8kaB4Q6kXaOG6RDIyKgU87WlNPWOoJxgnn1FLShDg+tHCsWiM72fPZuTIkakI10TCZcOGDWRkZLBq5Sp69vIiS5o1a0ZGJAPHJT0dpBHGDDsvwg9O1C5/JHKlHjVkvmmvety1F+6I6ziUl5fxzDPPoJTiissvJ69Jrj84QTAQQAjhOUhX803QfihVMl2E1prMSJiuXbvSKLsRQw4+iK6du+Aqp4rW3rIk7dq24eEJD2HbgkQiwXHDj2X4scf6A6RAK8UvS5YwcuSJtG3bjmg0xt6DBnHa6aelNAZeeLvA9SdcL62A5IzTTyWncWPuvPNu1q1bR7td29K9eze0hldeeQXLsognEhw8ZAhdOncyfhcNFO1rs4QQdOjYkfZt2+L6QpX0o3SFVfm9eWY0VWs2fSGSqShqEa7841auKmTZ8uWcMmoUgUCgxmSwm0IIgXJd8vLy6NO3L5ZdmaogkUiQmZmJtCqHBGFZabmjKh3Lvcg7T8BJ+mIlEgkSiXjVexACJx7HdV0cx/WjJSXhcARSKTFImbRIaYS8X5PCIYBte6bcsrIyRo06FfA0Oq6TIBgM4iQStGjW1Df/J8jNzQXtpSvROjnOiNT4krynUNBGK8/kWFFeTo/duqFclbZP3cjMyCAYDHLQgQcQDIX8iFGB0AqlNE2bNU1FeGp0avFW23eentIjVeUhfZgEwqEQsbiD4zgo3xc2GW4rpfSEKj+IKRAMoLSmvKwsla5FCAgHbD+dkEgFRQk/yrLSa00QTyRo164tu+++u7dVCFzHi6LUaFrv0hqtNeFIhHA4XHlfWqMVVdJyGAw7N+mZI7bsua/nKMs0YSOp5hOglcJxFS+++DJffPEFp59xOr177l41/H8LEEIwf8ECJkyYwK7tO3DWWX8n4TobDRKu6yCQtN2lDQiFwk2FrPsNpqSkhOdfeJ5IJIOLL76IWd9+xwsvvEDT5s0ZdvihJDUcAkEwzQ9EKUW0Isp67U0qP//8Mw8/9AhXXnEZFeUVvPTSS/Tt2xeN5pEJD3PP3XdjJSfHaoOxoX4RQtClaxeysrLo3r07oy+9NKV1qCgv442pUylat86fG5WXPFVXTQKVbo7SSqcWEZ4G2TcrpXb3/BMXLlzE/PnzGTNmTJ0mOK291C9JgsEg3bt3Z/HPP3P99f/CkpavAYNvvpnF+++/R1ZmRpr2SqOTuQJref6UUgQDAaSUlGwooay0lOzsxoA3CX88YwaO65Kbk4MQUFpaSjQaJZGI+9o0KFi0iNLSUrIaNaq8jFJVTHUZGVk0a96Mxo2zuewfo4lkZPo9o5k/fz6vvfY6fXr3YuWqwkphyIu+IJUTyDfJVe+kVavX8M3XX3P2OWf797vlwTRN8jwz78mnnEy3bt1S2zdsKOaRCY/Qq3cvT/vkjw1CSkgTgpJaNe9T9dyp+0hrk+2nrsjJaUxOTg4vvfgS11x7rZddH28MLV63DgE0bZrPsmXLCQQCzJs3j6OOOiL1Ha9avQbHdXEclXZ671pJ7Z3SLvn5+TRv3pwLL7yQvLw8P32GZMYn/+X72d/TrFnz1H0ke31rx2uDYcdFpH22nHpQv/gDZK21LD1zyZNPPMFzzz/PkCFD+NsRf2NL1AFeviiB4yRQymHWd7O55pprKS+v4PzzzycvL79yQhNemRbv4yXITP1JCzSk1P3l5RVMmjyJt6dP56ijj2LPvfbirL+fRdu2bRj/4INMn/4OaM9XQuPl9nESDosKfsJ1XS69dDRnnvl3vvzqK1auXOmVSJGSqdPeZMWKZQw74nCOPvooZs36lpdefomyilLPB8aMaw0KrTV9+valbdu2zJwxg8U/FaBcF9uCDz/6mAkTJpCIR728XEr5+aCk54foay8SCUUoGCEeS/Dr0t+IxRN+lE76IsX7SKGRFnzx+WcMGDCA3Jwc3y9q06+v0qBcnUoeagcC9O7Th6VLlzJlyhQSiThKOaxeU8RNN9/MrFnfkUy9lUzEHI1GvYhn4UcR+75v64rWE6uIeklhpcXo0ZfxzTff8tZb04n75riFCxfy9NNP06J5c4YNG4bjKrp17cqiRYv4+ptvcF2XdcUlTH/nXUpKSz3TrfbyoOU1bUpRUTFr1q6ltKQcpQUddu1Eo0aNGXfb7ZSVlaKVw/riEh555FHefe99tLDQeFolx3VTpYCS2qYqSWuVl1cuFotTXFzM3Hnz6Ne3j1+2aPPDYtIEjfCEqvz8puzSpg3jxt1OSWkp0VgMx0nw5ptv8uZbbxEtL0dIr06vZdueBktoLyVKPI5tCSwpsKwAa9euJ5FwcR3lBW2p2gXi7t27s+/++zP97beZPn06TsLBkvCln7x62BFHkJWZRYtmzenUqSPTpr3O+vXrsaSgpLSMW8beTCxWgQai0RhSaLTyfNl+/305rnIAwaWXXMqsWd/zxedfEYt5/oPr1hUz9uZbmDlzJjk5OQSDAdCeZSJdw1ZT/xsMOxU6XRDb+ue8HjRkdWvsvPnzGDhwAKedcTqZmRGceBxHVa4eE47jaZ2i0Y0mJsuyCAQCVFREmfHxxzz08ASUUlx11ZX07NWT9MzT1VvjZb32W+p541NSWspvvy3j7rvuYtmy3zl2+HBGX3opgUCAcDDIQw89zBVXXsn4Bx9kzg8/MPLkk2nRvBmRcIh4PM5zzz5Lbk4Oubm5tGvXjiVLlhAKh7nsstF8P2cOL7/yCj1278HQoUNRrst7Awfw9NNP06WLlwLD0DAQUqaSCGdlZHLruFu58PwLOPOsv9O5UyfWb9jAyhUr2H333fj72ed4jtv+5BQMBryyQ04CjZcwtFWrluTl5/Pa668zbdo0Xn31VVq2bAlQJTmxi6akuIR33nmXq6++mpBvEtvUBKe1Rrsa158gHdfBcR2OOGIYc+f+yMRHJvLoY4/TumVLFi5aRG5uLhecfx45OU38MkWajEiEvKZNSTjKFyC8+2jVuhVFRUXsOWgfTh01itGjL+FvR/6NTz/9lIcnTGDSpEk0b9GCJUuWkJWVxeWXX0ZefhNAM+HRiRx33PFceuk/6NunD7/9/jvZ2dlEIpFUihg7YBGJRMjLa8K4sbdx0w038dX/vuKYo49m7ty5vPPOO3z22ee0a9eOWbNm0apVK2655RYyIhG0Ul7qBz/gIZkGpyaBRitNZmaEJ558kgMPOIC2bdtVRktvRiVdKfQporEY3bp24eSTTuTpp5/lgP0PpGevnqxds5qKigqGDx/O3oMHe+3xzy+AuKPICEiCtkU87pCR2YjmzVtw4ogR5DVtyq1jx9I9qW0TNRcesmyb448/jt+WLmXixIlMeuopwuEwv//+O+3atWXkyBMIWIJIRgbdunXjk09mcvTRx9C8eTNWr15DOBL2nhU0GZEQFdE4bdq0ITc3l5NPGUWP3Xfnjttvp3//AfTv35/7H3iAu+++m44dO7JkyRKCwSBnn/13mjXNo7ikFI2fod8IXwbDFtMAoiyr2uOUUlhScuWVV3oh4XaA8Q9N8Isy+9n5teaXJUvYUFLCPffc50cr+cdrzd6DB7Hf/vvx0UcfMm7cbQweNIhTTzuNvn36pF1r06tgz+ohefGll/h+9my++PJLOnbowGWXXcYBBxyA9MO5lYaMjAjjbr2VadOm8fobb/De++8zZMgQhh83nO5dujB+/IPkNskjGAwSi0a55557WLNmNV/97388/vgTZGdnMWbMGJRW2AGb6/75L8aMuZbx4x/ihhtupFOHjtu2yw1bjBCCgw46iN179MBxXbRSdNy1PZMmT2L69LdQrqKsIkq7tm0YMuRgL5rS9hzSm+bnMerUU+nRo0elpkBA8+bN+Pe/b2fOD3MQAhplN6rx2q6rmDptGi1btWLXDh2q+EbWNvEp7b1HrVq24O9nnUmrFi0JBQJEwiHGjb2ZZ59/kYqKclzHZe999mbggAH07t3H84NUGqEFhx9+GHuXbPAy0GtIuBpbSoYdfhihYJCSkhL69ulDwnEIhYKMufYaPvv8c9avX080GuWA/fdj0ODB7LZbdxxH4fqmy7vvupOv//c1SisGDx7M4L33Zv68uZSVl/vRzJrcnMbceus4Fi1aSFHROixLolzFP/85ht69enq1OYWgf//+DBywBwMGDEBrQbPmzTjj9NPo3bMn0td4K7dm8UpKWFtUzIyPP+aCC86ncU4OSinfbLlpAoEARx35N/LzmxIJh4knEgw/9lhat96F2bO/J5GIEwqHyGvShCOOOIJA0Iu0lQL223cfshple9HiUqLwCozvs/feBIMBli75hUAwRLNmzTYr2FhS0qVzZ267/XamTZtGaWkptmURDIfYo18/OnToTDTmgNaMPGkkzZvls6qwkJKSUnJyGnPI0KF88MF/6Nypsyd4C8nw4cPJzclh9dq1NGmSR0ZGhHAkwo033cgH73/A+nXriMXj7H/Afuy55yC6de0EeLneLrzgPHbfvedm+89g2OnQovKzlQhd1+rI24CPP/6YwYMGY9sBFKQNfEkH/0pByHW8qLV169fx+htTKSkp8cw0+C5zSZ+cpJ9u8oaEYODAPdhr4EB+WfILc+fNY+/Bg2jcuAkgvTqEsvKA4g0bGH7scE4++WTOPPPMlLkyWe7l4UceYeGChZww4ng6duhEy5YtSNbmA4FSXlJIz1/H5eeff2HmJ5/w4X/+w5jrrmN3fxJOOnTH41HuufseSkpL2H+/fZj65jQuuuhieu7eA41XKkUpxeLFi3l4wgQuvXg0HTt0MC5k2xjvO1F8O+s79ujXN2Wm2xRJcyN+RQaZJlwJ8FM0+EmBlfITBQvPsRyqRExKSyb9r30n8srrVy/flUjEOOaY4fTu04dbbr65Sm3TTQpkfn3BVPtTztzJpMOV705Sk5Suh0kGGyT1yJpKf8pk8EryhbRsSSLulc5JRkgnK1UIKp3TpZX2DitdGeWXvPe0Pki2wXWV73clUgs2L1Aimcai0v0g2TjfjcyvtVnz2yMl3HHn3Xz55Zc8cP/9tG3bpjLwog4vnBB+bi3LwnXdyuhSXflsuNr1yz4ppLBI+gMmg33S7zU55kkpqIjFmDZ1Gh9//HHqu6opsOKGG26gefPmqWtqKvtbKa/slJQyVZ4rYFtIS6SeZe8rrCxLlZwOLEtW+Y61rkxPkozATD7zdrXnMX1fg+EvhVZMmzqV408YntxAKqy7DtbBehLIbE8gq7lJKQkzmbU8YHuVceOJ9IrE/uQiRbXBwhuEXdcreqslfqSTBdr3ZUgTyJyEA8Jb8ao0D2gppVffzbL8gSsphOnKMH1N6pzJQc6r4+dF1UnLy8OTjPTSQMD2BuQNpWVkZUQoj5aREY7gaJC+/5zfC0ghcdNv2bDN2BqBDConTyBVGaI6KROZSGbdr/oyJo9LCkSeU7+uVSDTWrOhtJSMSMhLoVJtAVIX0l/z6vmthO8HlZ6CovpxmzOP1riPb57TaZN9SoAVIiWIQqUQU6U9VJGxUuNa+qIpvZ9qytu1qXbH415UaMBP4pqSMmroh83dezrpAlmyeodSCpFWHWCjvscT7tLv4Yknn+Stt95K9Vvqb8rzTQyFgtw67ja6dOmy2aE+PcJXyuT5vPEJTZWxL9muZDtUtf6USZurd2tVj6vlOTIY/hJUEcjSoy2TbFowayBRlpUasnSSpkjXX+HWWtNNVvXN8Irm+oJNKrcT1NQRlu35BLkpLYW33VuJ+8XGPd0CqYLRaUKTJikUelssKX1BsKpJ1AsY8FaiWkMkHEGhCIciaCGRWpB+Wxpw/bYbGibVhYa0v/iPWs1JOKsLcZsTqqSU5DTOxnESSbXVlre1lmtUTVNRw351WBBsrv2Vxdg3Pi6lyap2rsoyaGn9m/5+JAXoGi5dVyE1FAqRDJpQOunov2Xmhpr2r/bme4s2Nv+dJ7VLSqv/Z++847Qo7gb+nd19nud6AaQoHRUQRUAxKkpsqFFjwxJFfa1YYqLGFkSNJho1sYsmESyxoyiiotgQbLHTVKQKSG93XHvK7s68f8w+zz1XnuPugDvQ+X4+D9w9t2V2dnfmN7+K4zhceOGFnH/eeVi2VSOHl1I6YCgr4uD7Es/ffLtrROUqgQoEsaT7bUPPR+0RqLYm1WAwpFFHlsmweqmHVnLqr/2KJ0WbzeyZadBR1eYY6hwpmDRJC59M1zAg6plQUycEWb25QPu31O7fGqvBpAmovoOmtDBJg6dF0uSa2nwL7M+GbU/9K/9a9yz5PDaAQKSZ3hs+R7VGVtRfGLuZ1Ig63BYaDZXWC+mHT+ufZBPqu6akZihlOkshGtXHm2+e3l+m3YJMAQBNoU6/buZ4dTR6qtqkbDt2nW1QWsDyPK0y3BIn+sa0rynH3hr9ZzDscKSEsNq2v9oasYbfpdaLstzaL62qpSAUtX9ofKekH7OugqCe1X4TriWpSUsf5Gr+ZASy7Zp67nVzhJn0BURjzoGihq/OVmdbTaJNucZ6tqmvb7eq8Fj7NmyDcamp21iifo1iOjXGjy0R0Fvjeg2GnyXpwli1Gqeazb+nrRxl2XhVXpPZgorrLUK6udYIYQaDIaBRvoxbSUtqMBi2Bc17P1uplqWqZaX8JS+rzMBqMBgMBsMOi4I0T9hmH6aVNGRJR6tfsiBmMBgMBoNhxyfpirVlCpbtOsrSYDAYDAaDYYdhC4SyVnLqN2Y6g8FgMBgMPxcCV6wtUC61UnFxUUuKNAKawWAwGAyGHRShqJv2omm0ciii0ZYZDAaDwWD4OdE8wawVBLIgW5hI+9lgMBgMBoPhZ8EOk/ZCVX/ENsxDZjAYDAaDwdDi7DACWTpGEDO0FsmFganebjAYDIbWp0UFslgsxsJFC7GEhRKivqrM1F/rMiBTyZSMNS6bun3qn8Zt3yJtauL2GfepvxBzq7ap1fpV1wmUUrJ8+XKKCgsJqpo2WDchU8meTFnTt/n2eqf69migm1qpTSJzOerW6tdMbcrcr613rzPu04r9uj22qan3GjLf76Y+41tre715E/v1F9im5o01qT238jlUcHyJ70ukVLoEGjRJWdaiApkQgo0bN+qLFxbCqlubTwihi27Xg8zwslkZOrOp2yvqf+hEAwN3pgFgq7VJ1V9CualtyrR9c9q0rft1W7dJIZFKIX2f8vIySks34jgOSgYCWYaOzXAntqLwE5yo7hnqfakzbd8iAtnWalMr9uvWbVP959ha97q65mbtfVqvTdW3oZFtaoFr2Hr3biu2iQzjXwOL5FZrU4Pbb402bftraM02uYkEtu2k7Rvc4kYKZS0qkGVlZbHvvvsGApmNsGz9UNZIDCsQoh6BTDUwEFsZBhjZwMBd3wCTYXtE/TdAKVXfvWpem5q4/fbYpoz9mqlNGa5hq97rerdXwUrGJzs7mwED+qMUCGH/PJShrdimhup+b29tMv36y2nTjnSvt8c2mXvduO0FipdfelnbWwRN0o5BK0RZCiGQUoJSZNaP7Bi0Zvu32rkbeNF+FmS8PqGfRSWDvtT92dDAs72xI7V1eyRT/5lu/fmR8V5vhzd7e2zTjkRL3OtMx/I8D9uxtIKpGVN0i2rILMvC9xWhUJiasmCgJUP/J+vRdjQk9Uo/k8am/u2VUqh6fLkznqMF2rTNryHDOX7u/ZqxTZY+ju9LVCCcpdpUzykaUjvLDHEBGe91E7dXMqOCsUlt2prXkNRqks0AACAASURBVLFNDd277a1N5l5vWZvMvW7c9hnOoVT9E3ur3uvtsE1N7deWaFPNflIkn0bLEth22nzSRFpUIFON0orVP+Fqk1IDb1u9ZDBvZRSVm7b91mzT1rqGprapNfu1VdukhP4gSPfkV9WOLnU2z/jsbmM9eJPbpOo/h6KBfm1qmxq61/Xtsh22ydzrRrZpR7rXW6tfm9EmMpyjwWtoqqSbqV8z+qNlOEdGv8Ct2Kam9lNTr6GJ/dqs56+xbRLp3zVPGIPWzNTf/Da3OM2VdluHHamtrYkWxtLNlQZDgxhTUqOo36m+xU6+fR2nOafegWzpmYV1tsv2bu+0fB4ykSwpkKaWSL9zQmResWQ6ZBMFpuYIWNv6HL/Ea2iJc2TaXgihHf6F0BPI5tKRqc0MPvXtkikgYyttvz22qaGgkq12jm3dpu2wX7fHNpl7vY3a1ALn2Nbbb7dt2lb9qlWtKNQW+aq1koYsKZAZDAaDwWAw7OCk3GCaTysXFzcYDAaDwWD4GbCF3i8tL5ApS59W1Y6yNBgMBoPBYNjBECpwx/LZEgug0ZAZDAaDwWAwbDE7qsnSKMUMBoPBYDD87GiegNPyAlmNKMskxsHfYDAYDAbDDkgyp+UWplEyUZYGg8FgMBgMW4La8pyWxofMYDAYDAaDYUvZ4TL1b0mUpdj+tWrCEqjNZhk1GFoQAZYNtkOQDLe1G/TLwZfS9LnB8ItFobOON052aflM/VuE0JlzhahZxmo7kdOUUviexHEsna13O2mX4ReOUvi+/tHIBS1LyLHwfIlAjw+WZYwSBsPPG5X2f7oQINmcj9mOFWWpIOF5xONxXfomkMqEaP4KtKllM9L3S99VKYmUPkKIZpV0MBi2GUJQWVmF63pbeBixg9V1bX2kBMvSY4IbSMXCanwf1h6flFIolLkPBsP2SL2vZePf1e02ytLzPYSoa/p79513OOyww/j4448BhZRSF2QPahNm+sycPZuzzjqLOd99W21GAMorKzngwAMZO26cPk4Dx1izbh1PP/M0a9aurW63ULhugg8//Ihz/u9c1qxZjUhp8sCyBUomUDKBlAmqolESiQTST1BWXk40WsWECRPwfA9fShSKDz+azgMPPkg0VrW1e9+wDbAsEELhum7jdxLanBWNxza7KPClRAiw7ebU8oSqqkouvPBC/vSnPzVpXwDbUvjSRyqZWtw19I4kP1VVldg2ROMxfN/HT6ro6kEpRSwex2tgm62BbTd/AdZchCUQKMa/+CKHH3YYi5f8WP39Zj4AUkkqq6qIxmIIC6RSqbFlc/t7vo/ruVi2avAclqUF7UQigW21fB9BzYLkwqplATEYtncyJoa1qNaKJX/OTCuZLBu25ymlkFIRT/iEnOoLEAK++PxzsrIi9O7dO1UoVAhSJkKptBBnBat5GQhfH304Hc/zyMnKJh6PEw5np1oghC5nvrlB4PPPPuPxx58gNyeHk046WVuHfT04Tpw4kQ4dOpCTnYO2quqDrV23gWOPOQbfD7RnUpKVlUU8kaBXz55cedWVjHvsMZRQnHLyyVSUV3D3P++hQ8eOVFVFyYpkm9Xwdk5lZRUlpaV06dyJxsoUAliydAmLFi3m4CEHkJ2dm3HbsGNRXhklNyeremdolBbWl5L33p/K6tWrueOOOxrXuDQsS1BVWUVVtJKOHTsghNWo4rm24/Ddd3NZsWo1ww4/DL14qqd9vo/neeTmZOF6vvbB3NoCgaoeI1r6VZJS4nkun3zyCaFQiO5du1aPV5sjaKvjOKxfv45YNJuCwqIa19MQFeWlzJw5hz59+9KpU8d6t1HKR0qBVJCdE0bJVhKGlAShJyxt1RX4njEzGHYk0p9XQXPMZNudD5kAfCX55ptvmDt3LioYxYUlsIXgs88/wxIWkye/CUoh00YlpRS+7zF48GAGDBgASuJLRcWmUl6d+Cq5eXlMem0SSikcx2HPfv3Ye8BAvS/Vwl0mjhx2ON99O4cnn/wv++23HzvvvAtKSmbPnsPMWbO4/Pe/J78gv8Y+BQX5nHfeebw6cSIjzjqLSDjE+++/T1U0xsiLLmDQwAEMGzaMsY+OY68992Lx4h8pKS3ltNNPo6io0KwUt3N86fPOu+/yxhuTOfa4Yzjhtyek/taQIK0UvPP22zzx+BNMmDCBrl0zC2SeL5k1axYrV6xg+CnDaxx3c8KLm0gw9/vv6dqlC127dG7ClWmicY8xDz/MihUruOuuO8jPz2/UM2lbFm+++SavvDKRww45JGNf2LaF6/o8/cyzDB9+Co5js7U93ZJmvs8+/Zw27dqx2267tpxLgVIsWriQpUuX8uc//xkQSNk4k6MQAtu2WbFyBXf+/U569ezJn66+OnCL2Pypv/tuLrfffjt//dvf2Hnn+gUy27HxXJ9Vq1czfvx4/vCHywmFQtrU2oKDj2XbJOIuS5YuZdasmZx00okIYemFctLEu4WFmw2GlqXpz2vLC2TJKEtqR1nqEUYqhW3bzJ07l8fGjath6lBK4XkeWVlZ/OuRR6r9tUgOunoQC4fDWiBDYNuCD6ZN1+bBWIyXJ7xMKBymvLycY37zG/r12xMCAQ0E0lc1VOaJhItAopTEsQXHHXsMc779jg0lpRQVF5NwXW655VZ23nlnDj74IOKxOACOY2PbDrZlM2TIEKZMmcIhh/6atsVtmL9gAaUlpQwZciBCCM45ewRffPEF2VlZfPLxR3Ts1IkTTzwR3/exre1OZv5Fo5B6MZ/UwPqSn5b9xA9z59Knd2+AOgJT0sfR87TpLjc7QsLz8X2JL2WaqU6rPlRglnJsC99XlJWXc9111zH010MZfsrJgEhphxvCsQVz5i/gvXffY/To0di2nXFbrVkWuK4btE87otuWzSeffEJ5eTmJuIvM0dfj+b6esAN3AZUmZGg3Aq2mD4fDSKUQQT8k31lhAUoLFk8/8yxPPPEkp5/+O61xDqihLdMvNyj9fkoptRbcql84kVLq9gTa6mgsyo0338xVV17J7rvvlupzy7KwLPB9FWjJBZbQvqqWsLAdi4Trg5LYlq3vSSMFKtAC5w8/zGXt2rUcfvghepRT1Birfd8nErbxfFBSEXIEcdfHsixt9q2M8vU335CVna37RYDvediOU+tc4HkS2xIkXInne3iel7I4pNqsJNFYAifkoKRCSp8xY8bw+edfcNllvycU0uNmY54xfTyFZQukrB6HU8KcAFuA52v3kkzPoJIgUVx99dV06dqV4447lpycbP0soVLXYFkWAgthCXxfYttWEEzlEw7b+H6tzjUYWgIlgORisvnPX+vN9hneGz2BKc4acQZnnX0W4ZCDUhCPx3nkkX8x6dVXeXXSq7RrV5wS49IHZN9XKClT35WUlDBp0mt07NiRZ555moL8AhSSESPOJhyJEM6KoADf81OTp5IqFaoej0X5978fZerUqSAEnuuigGuvuYb169dTWFhIbm4uq1at4pxz/g8pJXl5edx66y3suedeCKEHUEsI5v8wj0hWFuvXb0BKydKfVnLOWWfh+T5VVVWcOeIsrMCX49BDD6Nrly48/PDDdOxY/+rW0NIoYtE4wrKorKxE+j7FxcVcdtmlnHnmmRQWFmohTakgqk6yqawc33dpU1REOORQ5bmUVVSSn5eDZQlysrOxHRvXddmwYT05OVnk5OTiOA6upxcBlmWlBBPf1yawSDi82dZKpVi9ZjXhSITu3btneuWC4/oIAY4FFdEYleUVWJZF2zaFPPfs0yRcn4LCwpSw6Pk+jm2xYd16IpEw2Tl5hBwH0FrqeDxBKBLRvaaU9oOqqqKoqIhwJKz94pRIaaZ93ycaixEJhwk5jva9VGBbEI1WUVVZRSiSRVZWNjY2diCI+Z72bVOALazUBUqpCDngelow8zyfRDxOwvWQUhJPJHAcm1DIwnNdNpVVUhWNEgmHaVtchGPbeJ5HSFg4tsDztCmtrLycqliU3OxccnMzazWTlJSW8fY773P66acjsLHribIMOTbxhI9tW8QTcXwZoqqyklg8TkFeHj169mDKlDfJz8vDsrRg7zgWKEVVNEZFRTn5+bkoLLLCYRK+TzjQNCYFYOn7lJdX4HoehUWFIMCxLVzpBT5/VVRUVGBbBMJuI9yLhe7nsCMor4xSVVmFVIrCgnwcJxQI0PreOiEbx7bx08zWClCyWqiKOA5uIkGsqgohLGKxOLYjdFssQTwWo7ysgnAogh0KUZSfiy99EvEE2dlZuK6PbdtEozEqKyvJysoiJzen+v0xFlDDtmYLn7HWE8gaECI9T+I4Ib3IVgqBYPnyFXzyyccceeSRFBUV1PBHUapaE2HbAiVspFR4XoIpU95i5YoV3HDDKHJycvB8n4qKcpYuWcLhhx2Gbdt4rsviH39k1arVdOjQAStN85abm8PJw0/mwCFDavihxGMxRt94EyeeeCL77DOoehUKhEIhdtmlc0ozYglIuC4vTXgZx3FYsmQJe+7Zj/bt2nLpZZcgfUU8HmP6hx+x007t2GfQPoAiOyeHvLy8bXkXDI0kHo/xzttvU1FZRTwe45sZM3Fdl0suuRhhWXz80Uccf/wJ7NypE6BYtWYNL0+YwPIVKyktLWWPvn0ZOHAAK1auJBaLc9EF55JIJFDAgvnzeeXll1mwYD65ubn02nVXTjzxJNq0acMHU6cz59tvcWybBfMXMGbMQ+TnF3Leuf+n07808CL5UjL20bEMOfAAdt65Y4PrtkWLF/PapEkcNGQI38yYwdzv51JYWMjtt/2NOXO+Ze4PP3DmGWcSycrC8zzefe895s79joULFpGXm0vnLp3Zo29f5s2bx8UjLyIcieB7Hgr4YNo03n/vPdavW8cee+xBn759GTr0YEAwbtw4vv32W4QQPDxmDLZtc+qpp7Brr+5sLNnE5Dcms/Sn5Sz98UcKCgvp3LkzxxxzDD17dAch2FhSwksvvcSwI4+gZ/eeKS3QwoUL+WDq+xw+7Ei++fprli1dhgI+/eRjli1bSlFRISNGjEBKeGH8BGbMmKEFEtumV88eDBs2jH579sPzJO+99z7fzJzJMUcfzfiXxrNm9Wq6devGjaNv2uxzU7ppE/Pnz+ess0dkTHnheloY++arr5kxcwa79+7Lm5MnU1FZydFHHcmgQYOYOHEiRx55FLvu2gvQASSPP/Y46zZsYNmyn2jfvj39+/enY8cOzJ49iwsvvEinO5GSTZs28ejYsSxZspSSkhL26t+P/X+1P/sMGsTixT8yZcoUFi/+Ec/zGPPwI4RCYS666EIikUh1gFJ9KEUikWDChFeZ+/1cSks3oYCdd96Zk046kV137YUQgq+/mcnnn3/O7373O4qL26R8dufN+4Fp06ZzztlnMm/+Ar744iui0ShLly3j3//6F77vctWfriSeSPDxRx/xySefsmLFKvLzC2jfvj1DDx7CvvsOxrJtFi5azAdTp9K2bRvmzdcm4n333Zezzz6bcNhqpkePwdAcdiQNWY0oy7reydqEECx5hdJmHil56aWXqKqKcsKJJ+DYVk33OQFusMJUytKrbwRzvv2eR8eOY7/Bgxky5MBA5S2YMXMm4XCY7t27AwJfSj6cPp2VK1fyn38/gmWHUu1QUtCjew969uypWyq135rnuriuy+677cb++++PJayUr0NSy0YgwHmeVtVf/oc/UFxYyEMPPUQ0GiM3N4+zzhpBPOGBknwzcwb77/8rTjvttFQAgDJ+E9sF0WiMV197ncWLFxNyHHJycsjKzmb5ihXEY3HGvzCe3x5/PL6USOXzxz9ewY8//shvf/tbTj/9dKZMmcKtf/0bSik6dujARRecR1Yki3g8zj/+8Q8GDRrIpZdewgsvjOeRRx5m3do13Dh6NAooKyujKhplU+kmysorKG7TLmUCDTl1X2ElJVIpyso3sWbtWnr33p1IVnbKdFQfVZVVvDj+RaZNm866QHACEMJi3vwFvPba65x6yqnk5OTw5YyvGfvofygp2cgVV15JmzZteOCB+3n55QlEozHOOHMExUVFWMFi55//+CennXYqBx98MPfdey/vvPsuhQV57DP4V3ieNqv5vk88FsMJh4nH4iileOedd3jwoQfZa689Oeuss/niyy+YMOFFvvr6a+664w46dOjAmjVreO655+jXry+9evRKXc/MmTN5+ZWJ7D1gIJ7nsWbtGqJVVVRUVlJWXk7HDh1wXZfx41/koQcfpHPXrlx11VWsXrmSsePG8c677zFp0itkRbKYNWsWr058mU8+/pCNJSX07duHZcuWopSPEHUjp6SUuK5LJCvMw2PG0L9/f/r27pvRzGlZFr4v+fb7uTz11DOEAmG2a9euLF32E3vtuQevvf4Gvfv0pXuPHni+zyOP/IvxL7zArrvtxsWXXMKPP/7ImIcewnYc1q1bx8iRF+P5EiUl//rXv8jPy2PkxSOZM2c2Tzz+OF99+SX33nM3liWoqCgHwLZtKioqyc3RJkDCNaMf6yK47fbb+d+nn9KjZ0/OOecc5s+bzwsvPMfbb7/FlDcnk5WTzTczvub5F57niCOPpLComMBnn3nz5vPMs89y4gnHEY0lKNm0CV9KbKWIxeIUFBYghMX0adN58MEHcV2Xa669lqqqKh4e8wjTpk3j5ptuYvB+g/lxyRKefPK/CMsiFovRp3dvqqqqCNlm/DS0ECIp1zQ/Mfx2GWWZ1Cwpqc0jX37xJc8//zyHH3YYUkrmzl0Q+HxpXM8jFLKxLYdu3bth2xYbN5YycuRI+vXrx5CDhnDooYfz4EMP0atnD57671PsFKwoLQEhx2Gv/v1Zu2YNJw8/lX/cdSe79+6NUhbxeJxYNJoStpIC2ZrVqwmFQrhunJKNJSCENkekXCcE+fn5OI6T8n1Tvo8QKvANsfH8BCuXrdZ/ly4bN6zH8zxWrVqlz6UUO7VrX+NaDa2DLyWFBQWUlpRw6WWXcv7552FbDrYFL78yESkljm3jODZvvvk2y5Yt47TTTmX0qOsB6NevH+3bt2fcuHG4vo8XCE2WZbH3gAHcccffSbguN94wCiklU6d+wKhRoxh2xBHs96v9mDx5MgccsD8333hjmjnPqjdy0bItbKG49prr6Na1K4cfMQwhGg4xDIW0ia6qqoopb71JcZsiXC/YJy3/WDwe5+OPP2X16lVMmjSJjh3ak3A9Dj5oCJdddhmzZ3+n/bAsCy+RwPU8rv/D5Zx4wnG4nuKIIw7l8MOP5Id5C9h74CCuuPIKxj76KLNmzeKG0TcQDoUAyeq1G7n33nsZPnw41/zpSoSwOGjIgRxwwAFcc/V1PP/881xxxRUZtTd+4EPmui7nnH0mpw4/kUMPG8Yhhx7KscceS1YkghuP8uwzz9C2bRtefOF5/GC86dy5M6NHj+axcU8wcuRILFtr3Nt3aM8L48eTm5OD57kpU2ntXnVCNqGwhet6vPvuu5x66qkUFRVl7Pukb50QAt/32bN3b8Y8cC9O4Fz/7fdzU2ZWSwgWL1rMZ599RufOnXn6qSdBWBwy9ED67bEH1157TfAcCkKOQ25uHhvWr+ep/z5JcXERhx9+CG3aFHPXXf/gpxWr6L/XXtw4ejR/+tOfWLduHddffw2W5VT7+jXwzPz4449Mff99Bg8ezK233kJ2Ti4HDzmQbt268MAD93Pb3+/gb3+9lUQiQSKRqJEWJmnV0PdPcOCBB/Cr/Qbz4bRpdOjUicsuv5zC/FzWrV/Pa6+9DgrenPwGCJtQyGHo0EM47ZRT+ebrrxg0aBDSl8TicfrtuSf/fvghsnO0S0Ai4WPvABVeDD8Htjwb/HY90wuhtVl/u+02UIovv/qKlatW4blujYEiFA6zZu0alFS8/957CCEoKirkD3/8A3379iUcCnH4EUdww6hR7LFHXxYvXsixxx5Hu53aUl5egRMKsffeezPkwAO4/4EHueXWv3LRhRey/wEH8NqkSUyePDl1Ls/zsGxbm2OU4tGxjzF+/EtAtUMrSlFUXMx1115Ljx49AodXyZ+uuYbcnBw2lZayZ/89+fzzz7nhhtG4rkt2TjZlm8q4//77uf/++xCWhSUsnn/uBbp169bCPW+ojRCChOvSpm1bRo68KOXYLxX4Ujss68lF8sEHHxAOhxk5cmTKh8mxbQ4++GCmTp2K9H2U0hF0lhAcdsghuK5HJBxGOQ49enTnww8/RFgCxxEpvyPXc7Ht4JyBr2SmZK1r1qxj+YoV7Dd4MPn5+SgVrNsy2G58X5vIL754JG3atNU+PWGR2lYpnY9szbq1zJ49i18fcgjFxUV4UhIJh5FScvppp/P1V39GBYEKlm0TDoc58qijqIq5OI7+vWfPnsyePZtzzhlBViSECgJ5tN+cTvw8der7RCJh9ttvMDqzjEIq2HffwezcqRMrV62irKyselKvJZhVCzn6ohUCYVlEIhFys7MByfOvvMrGkhLOPfdcflq+AqUUIcehS9fO7L13f8aOG8vvL780cPr3GD3qBrIiYVzXJRRy8Dy9wEqeL4lSCtf1mPTqaxQVFnLU0UdhWSIVES4gtYiunSTW833uuvNOPF8i8UFBXk4k9XfHsVi8eBE//fQTTzz5JLZtI5VOEbT77rtx0EEH88brr+N5CsexcT2Xk08+WQuEQuC6PgMHDKSwsCAtwbYOXrIsgWXp+7B5h37FxIkTcRMJTjvtVIqLCvClDg456KAhvP76a7w/9X2uv+5aHFsLUTqCtv5jua5HOOxQVVWFY1tkZYWRCsrKy5gxcwaXXnIJK1evwXVdwqEQric5cMgQPvv8C04/40xsWy9yL7rgAiwnpHM6KqvBQBaDYdux+az89dEKUZb1JUirniWUlAgL4q7H/HnzuOuuf1BVVcUBQ4ZgWxaXXXYp2VnZKcFHCIHjODz73HO8/957+mjBPHLWmSO0+RPo07s3r06axBNPPA7AOeeMAHSOMtd1EQL679Wfv/31Vu699z7Ky8vJycnh4KEH0zuIngM9YCopGTVKazLKy8u5/Pe/p7i4SIdpB5NnKOTQoUOH4Jp1LqFLLr6YNm3b8NJLE7BtQd++fbj33rtxfY+lS5Zy99130779Tlx99dXk5+Xi+5L27dtvqzthaAJJrWbnXXYBBErVVU0pBeUVldi2RTjskJOTjS89QiEHW9i0b9+eUChEeTRKPJHATSRIuC67dOmCbTtIqas/6EAVhcDWUb8CwqFQkNalOqo4XQgIghpRUjv+v/nmW5Rs3MjIiy8OHLRFg+W8kjn7Bg0cWL2wkOkCg0IpSSxWyerVKzjxpBMIBROfqzxCjk0oFMJ2bCxbvwMJN5HSHCqlsISF57l06tQpyD8miccSJJ3PdaULSV5uFpMmvULXrl3p1q0rjq0jHYUQRMIh9j/gAL784gtWrVqFbWtHeYHOmea6LsKyAu2hvkdSKnxf6t+TwRESNm7YgBCCd955m48++oh4PIbj2AjLYsPG9Ujl4Ukfy9IR0z17dEcJK00Is+r14bOEvgdT3p5Ccdsi9h00AMsS+K6vt27AYT4vNxcn5BAKh1M5DpNjne5Dbc7zPJcOHdrjB9VBLEuRk5dNr149CIVC+jIDX629+vfXplWlzZKWbetrsqwgr5zCdpyga0Sj/K1cVwvOjuOwe+/e+FJHhfpSkpOTRfsOO+G5LvF4HMuuTmUiRBA9K9MSKQuC6EktmNu2Fgh9X+rckr7PM888y5tvvhWUnxLYdoh169ZTXlZGIhHH933y8/LYaad2OLYTvBvGXGloLZqXc78VNGTJmcOq/30JIncWLVzAeeedTygUYvz45xk77nHceIyuXbtSUFCQMmcmzZtFRYVaGNKx6xCEeSeTtGZnZ9GmTTHrN6znsssuoX3H9kglg9QFvh6GBOy88y7cc88/8X1tTurWtRvdulZrqISA2XPmsLGkhMGDB1NVVcU3M2Zw1VVXkRWJaMfdZHR5WmSPZVkM/tWvaFtcyPRp01m1eiXZOREGDtwbz/NYtGgRIcdh06ZNtGvXjt69+wAQckLb9G4YGo/0fcLhcEpoSj2+yZQrQF5ONlJJovEqhK2LeivhE48nUNLDTSSwHIeQ42A7DrZtk5OVHfggaoFMa860ACilPrJlWcEzr09Z+9WRUufasoSF73n8MG8unTt3pkuXzo1LX5BKSVF9bclME8lzhcIO4XCYouIi5syZzemnDMdX2mdKKoUvdWmmZISebdkp82USXyYjOkVKUIJgQhYACikkAwbsxYxvZuFLhW3ZhMPazyoWT1C2aRM5eXkUFxewdu2G1PFisRjhSERHt27ahC/9GmlEksE6UkoiETvwn6rg73fcSZ/eu2HbAt9XSN/VGhbhE7IsXNdFSoVEayv18WTGgIqE6zNj5jcsWbKYO+78OxKJLaxUwtOGpB0rEC5BBKlB9PepeyIEObm5ZGVFcN0EOlmEQAiJ52p3h1g8ji8lvh9obUW1b2sSFaQPIXmu9PvfiMclHNFBV1VVVVgiGQnsYQnwfJeVK1fghEOoICjAdV2U9LEtgedLfZ3BcyGVCNJkCJyQk3rWsUk9H9deew2HHHIokXAIBFRUxgg7DiiJEw4zZ863OI6DbTumXqhhh6WVnlwVOMDVRQjBmjVr+POo0fTr149777mHdm13Iic7O6Ve159atSwDki+jsKoz9ScSCT799H/cffc/OfSQQzn11FODgS6YdoKDplIeKVHnpVboiWfFqlU8+p9Hade2LVdeeQXDjjycyZNfZ+LEl6mMVtUsARLkSULoAWdTSQlTP5jGsp+WsWjRQi644CKtMamo5PHHHuPQww5j6NCh/POfdxONRgmFQoHTsGF7o76pWAFSQa9evfASPi88N55EPIFQNtKXjH9xAosXLw7MfzLl0O75OuWKkgIpdSCJVKQEKYU2lYu09BfpfkfJBiVNpt9+/x2zZs7mlltvwdvC49de7QAAIABJREFU+pXpeJ5H+/bt2Wuvvfhg2gcsWLgQ1/WQ0qeqsooPpk1P+R4lTUhWSoDJPMsnTZbxRCLIA2Zz2KFHsOynZXzzzdeUlJUjpY9SkvLyMt597z1223VX2rZtR4eO7YnGYpRsKscKtIzxeILp06aRiCeCvgnGG6FThni+j+/D3nsPYKd27XjumWeQvgquRVK6qYynn36K0TfchBu4Juh2JlssEMKuew8CpJTMnjkz0DjuA8oiXSZuMIdZWtBTcvyQwc6WZeEmJMXFxRQWFHLXXXdRXl6JlJKwE+HT/33O9Okf4jhOICRpM61d53zaSiFqBQzlZGdrFWut8bU+fE/SrXsPCgoKeP3110i4cTzpE0skWL16NZWVlbQpKiY7J5tddulMPB5nzpxvUz6Prptg3drVWlCrVd7CTT0HguysCEXFxSxavDgQ+iVSgvQ9xo57jHFP/Jd4PKb7XWmNYr0looyyzLAD0ApRlkm7Sf1Rliho124nRv35z3Ts0IHu3bvhBmZCpXSxXjehJ6ekZsJCpHy6kqkpAD2Io3h10qs8+p9H6dq9GxdddBE52bkpwUlHXlabfJKrXk/62KI6q7aUklWrVnLffffz/fffc801V9O//15069aFjRs28vDDYygpLeXcc87ReaRC2txUVVXJ4489TklpKXffcw9LliymrKyczp134eKRI4nFEzz33HNUVUY5/vgTEMD111/PU0/9l0svvRTHNhqy7QFLaHOME3IQgRCfviBQUke0ObbDmWecybvvvsejj/6HxYsXscsuO7NokS6TFAqHcWwb6blEImEcx8FxnOrJHVKCWlKbgNKpVNasWcPiH3+kR/eupMrMJNsQaJ4F8P333xOJhOnaZReckN0oDVlSWWLXikqzUNiOTpAqEGRFIvx66CF8OP1Dbv7LLfTr1w+lFJvKyvjwww+RUhKLxShU+biui+e6gQ+lboOdrJsY+IFatkVubja+7zJhwgSOPfZoCguL6N2nN3vt2Z833phMzx696N9/T5YuW84jDz9MJBJh38H7YjkhCvLzsS2LSZMmMWzY4ZRXxJk0aRILFy0iLy+X5Njiuh6FhYVMm/YBQ4cOJRwKM2ifQfTo0YOPPv6YqVPfY+ivD8H3PZ5/4QWefvq/XHvtdcTjcRBQWVUR1HlMji+Z+7S0pITPv/iKs87+v9TCTkqJaGD9awVCo5Q6oWtYhVMxGL6vozaT/mL77jOIIUOG8NKECSgp6dJlF9atXcOqNWuJRqsQSFw3oe+7UvUGBSkpcT0/SByr2xeNxZj7ww/07NGTvLy8egUyEVgwhCU47PBDeemlF3nm2adp36EdRx5xBOvXbeDJJ55kyZKl3HzTzQhh0advX4rbtOGVV15h8D770q17NyZMnMik197A8zxiCU+bmz0PlI4qnj9/Pt179KC4TTFDDx7KpFdfIyc7l9+dfjrCsnj66Wd49plnueSSi1ESwuEwApBJrWCdC87Y9QbD1kGJwCVrR0p70Yg3w7ZtfrXffnprpQWuhOuyqayMFcuXYweTWJJYPM6atWuDZJzVx/E9jyeeeprHx42jqLiY22+7nZ12aqf9OZQfHF8Gzqw1V4QRx6assopwKIzveTz5xBM89/zzJFyXm266iWFHHIZAUVBQwLVXX0UkO4unnvovr74ykSeeeJL27dth2Q6+77No0SI6derEaaefzoD+/XjsscdYs3YdBx90MB9/8gmvv/EGg/bZh/0GD8axLU46eTjPPvscffr0ZdgRw7ZOtxu2CIUiHA5TXlaG41h4ters+b5Pbm4Oli3Iz8vnycce47a/386UKW8D0KZNO0aOHMm7773H+rVrycqKsKl0E5WVlYEvT1Kw0tGTFeXllFdWkZ2VRV5uNv367cG06R9y8cUXM/Kiizjt9NMRqBrPuyUEFdEYE156iRNPOoH8ggLt6yaSR86MLbQgWPvtrKisxA58sxzHwfN9+u89gEfHPsZFF17IggULEEI7y1933XWMvmE0oXAYO6Qd+C3b1qkHbEHc1eqRaDRKPB4L/L5sjj32WCZPfoMnn3iSh8Y8yCMPjaH/wAGce+55/OUvf+H888+nU6eOlJSUEgo5nHTScI4adjgIi+ycLM4480wmvvIKxx9/ou5P2+aY3/yGDz/6ULfbsigqKuK888/ngfvvZ8SIM9m7/wDuvPNO7n/gAU455RRu/suthEN/x/M9QPG708/gqKOOJCsSwRY6iaqAlGDZEKWlm5gxYyYXXjSylnBQ/z3QyVhFKqt+Xm5O2nkEIVsQrapi48aN2uxqO1xx5VXs1X9vrrrqCtq0KaaiqoLLL7uMwfvsy6Njx5GdnYUvdcqg3FrlrqT007SRFpYjGDhwAB999BEjLxrJKaecwpVXXUkoVHcxaFm6lJeUPllZWfz3ySf43RlncPvtt3Pf/fdSUVZBKBRhxIgRHH74EVgCevXowZ579mP6tGlcfMml5OTksHDhQgYMGMCm0tIgaEERcmyOPvpoXpk4kXPPO4/zzjufP/7hUi684ELWrl3PY489zrhxjyGEoKqykgMPOojjj/8t4UiERDyu/Twd2whfhlZCpH2aeQS11Sv5Zmb69OkMHjxYC1PCQpcagJomzKSUWY2Ukttvv533p07VjvKBZizZdNd1qayowHYc3n57Smq/2/52G++8+y77DR7MqFGjyC8sSLmYJSkrL+foo4/mggvOZ+SFI9G+G4HfifR57vnxjB07lkQiwT777MOIM89gwIABZGdnkXB15JhOQuvxxhuvM2nSG3z77bcMGjSIW/5yMzvt1I5wOCt1vsqqCu677142bNjIqaedym1/u42uXbtyzz33kJOTg23b+L7HFVdcwYKFC3ng/gfo2XPXevNNGZqPjpCUfDNjJvsMGrjZQTyRSLBgwQJcz2PA3nvX+Nv6DRv4cfFiBgzYG9f3KS8rY8mPS9h9917kFRRiWzZKStauW8uf/nQNkawsnnz8cX5asZwVK1ayz8CBNSa/FStXsGLFSgYNGqS1aVKiUKxYsZI1q1ez62670rZNsS7hU51nBUvAvAXzOeecc7nzjtv49dBfp8qJJU3f9cQiAFBRWcHsOXPo338vsrNyUto6hGTlqtWsXr2KQQMHIqVk+fIVlJZsZM+9+mPbFpYAx7Z58+13ufmmm3l7ypvk5Obz00/LqaqspHefPoHwZeF6HqtWrgBhscsuuwAK13NRUjLvhx9IuAn69OlDYWERnudSUVnFiy+8wJIlyygsLOTsc86hXbt2WJYOdKiMxrEtiy+/+opXJ06kffv2jBhxJgUFBSxatIju3btRWFiI6+oowmVLl7Jm7ToKCgrYa89+VFbFsW2Ld95+h08+/YT8/HxOPvlkuvfopisGWBYrli9n+YqV7LfffnXGpnSk1L5RN950E4l4jFGjRlFc3Kbh5zAoAyWlYt26Nfz00zIGDhxIKFRdiSEajfLdd9/TZ/ddySsoSmmQ2rZtS+fOnQHt7xqNRnn4kYd55+13mPreu5SWVbBwwUJ22313cnNyU64esWiUH+bPo1evnuTk5GELhWVbbNhQyqLFi9m5U8egOkjda5VKYltWILgG0ceJBJPfmsysGTPIys5m+PBT6NVz1yAYQmiNX8hh3rwFvPLyRHzpc/HFF+t3Z916unXrRnaOLgtlCUFZWRlLli6loKCAzp07B879kqnTpvPFZ/8jNzePI486kj369tU+fUKwYeNGVvy0nF1325Wc7JwG+9xg2GYoyeTJb3DSSSdsftt6aHmBbN/9cEJJgSxNhS+SM0X9Atl/Hn2U5cuXM2LEmUQikVQoZbKg+FtvTeHLL7/kueeeTe23du1avvrqKw484AAKC4sQVrLUSvUlV1RWcPHIiznllOEMP/kUkgKZ9HWi2ddef5OlS5ew2267cfDBBxMJh6ojwiw7MJFqB1+pYP2Gjbw5eTIbN2xg+PDh7NK5M05a6HU0WsF9999PNBpj0D6DmD1rFiNHjqRTp05aG2hZgGTVylVMmPAyhx1+BHvt2a/efFOG5tNUgSwZuev7sk75m6SAr5SP6/vMnj2LSy65hN8edzzXXXc9OdlZ+L7Pm29N4e677+HGm27ksEMPS6lza9f4S9aV1PUsbTzfI2RbeEGqi1DIQQmdqiJpsvR8F4XkvvvuY/Xq1dzyl1vIz89PXevmBDKptDDheX6aYznBe6l9Ny1LEI+73H333bz44os8/fRT9OnTJ4jY00lCP/74U156cTw5uXkpR+30dA++7xMO6+jM1H2Qnp7kpcIOUi8AgYO4rlnpSx2wIKWszgmo9GIsHA7hez6+kkRCIVzPJxyySbj6uJYtAsd/HThgCz2JS1/nFEyWYUr6p7qeD0Kl7nOyj7UAXL/ZUQUhrHHX5f/O+T9OO3U4J5x44mZdDpIRh9r5XvveJVw3LZhH12y0BKm8dct/Ws6oG0ZRXlbOY48/Rn5+HrZtMWfOHG6++S8cc8wxXHLxxSSd9REC3/Or/cKE0lGMUqUEas+TQb41ScgRPPHk05Rt2lT7KnXiVlvQpXNnhh15FNlZ2ViWhVR+8Px4CGHh+zoIJisroiONHTu4l1ZauSxJyHHwU+ZsK3AbUan74fkS6Vend7EdXTPTtgSxuKvbn4yqVdV1Zg2GVqGOQLZ5DXk6rSCQ/UoLZFjUUFU1IJBF43HceBwpPQoKi3DsNCdZBYlEnMrKKqKxGLvssnPmBqhkrrBqJ1IpJRs3biArO4eCvAI9EASrViG0TwKAEFaqRmH1C18rOEEFk55SeL6LY4dqRjYB8USUko0lCMuiTXExiUQ8pRlLRo3KIJRd+hLbCTW4Kjc0j6YKZEnSnerTv5OBQ71lSapiVfzx8iuYM+dbdt+9Nx3ad2TBgoVUVlWSnZ3Da69P0hNThiLVtXNTJaN1G0rUqYRPIpGgorwc27IoKCxMCWGNEciSjveKtMLQkHov048xZ84crr7mavLz8lLlvdauWUNJSSkXXTSS3x53HAWFBaBUquB06nCBo3q1r6dKpRBJb291u6iuLZsKulFpf697P+og0i468PFIFS5X9R1DoZD1H1NlEMjQLhK6VFEpkUgWebm5m82DlRTIkj/XN4CnBLagjb7vM27cOMaMGUPPXj3p3r0bK1Ysp6ysnFgsxrhx4+jevRshJ1LzXCIpyNa918n7ogU3+O9TT7OpHoFMKh/bFuyyS2eOP+54HCcLIXR/JduulEApKzi2SgtUIAhwCIIUagUOpCcEz9RXyecm1Wei2mG/0cXQDYZtRQ2BLOkrn07DJs3WE8hqlxxpQCCrXkWmOd+L+iet2pNZfSiVLpApHNvSK2jLTpu4VOo8tQfuxqB9d+qpNShkKkggeQ3Jkk5Q87pk2orcrPq2Ls0VyDKhNRwS3/d0Hi5lcfvf/843X39FVVWcrEiEI488kvPOO5dIVnaqDVYjBLLUORqYcKTy8HxPVw+w6woNmxPIUtdQZ8eaApllQSLhsWlTKVdeeSWlpZsoKMinrKycCy88nxOPP0lrkpITZX1NrvP+1hTYarapziY1jtPcSTi9j9OPkRSK6sszpzeup2+DfZIBQL4vCYXsQCPYcPsaM15B9fgGujKJVIqPP/6YsY/+h2i0ivz8fPLz8rj5LzfTsWPH1NhRR+BJP17ttiTHusytSAlXejMbgR2sq1X1GK4sqku+1RXIap+zxs/1dUdyMZIaI2v6CtfY1AhlhtZESSZPfp2TTjqRaoEs7V3YjEDWSk79tRu6mT1Sq8O0Q9R32Ex/q0PNQUAnUbRqCILJwanhWm4NnaL+ws8CPbGlr3hTwlj69knhUxlhbEdACIFC540TQlAZjfLn668nEg4Ti8VxQiFCjhVoUjbzTDXrkdPPSE1hrKamabNHqHdCTj6VSW2NNqu3adOOZ55+hkTCJRIOE3ddlJJpqWNUvc+//mPGX+q+bw1ph7dk7s20b0ruqU87lmGXZFqKlGlVm0OtxtRRbMY1aPlHceghv+bgIQcGiVchHFQPQAVjSgN9l0n4qvd7UfcXkbThp4/jGc8nav1fPwpVJxVH8nuSpyLttAbDdkMmAaS2ANbwO9BKaS9q0/QJKtNKrnFaLFHrp+qlfJ39035timCUcTJCoKROmlkv6ecjw4rRsF2SFMqUUmRn6UAOKSEc1qajZLqlzT1HzVFaW8IinOYIrg/U9IenbtuSky1pSWN11nepwHFC+FLh2E5ys0a9Jxmvsc7X22bm3fz40fS+U6qmuVduRjvWUDsawnGc1MCdfLZAP2tW+riymUvIdJ/qfJ9u8q0xwdReIacvaGs3Qmy+TaoegTz9zylpv4FjGAytQVJLnDLd1zeObH5M2S6Li7c0KvANMxi2iAz+RS1DwxoRg6Fl2X7Gd4OhZajr/9lUWmEGEVBHjWcwGAwGg8Gwo7Llck0rFRcPVvM11NpmRWUwGAwGg2EHIyXXwJYIZa1nYzEKMoPBYDAYDD8rdiiBrEnhkAaDwWBoVczq2WBoPM2XbVqxuHj9eYgMBoPBsB2xhQWTDYZfBKJ2hGXTaSWT5fYVZWkwGAwGg8GwZaRbAJuRvmirtsVgMBgMBoPB0GRaXiBTQVFxVX9GcYPBYDAYDIYdl+aZ+Y2GzGAwGAwGg6GVaVGBLL1ArFGKGVqb1CNo3BkNBoPBsJVoRkU0oBU0ZEIofN9FSR+TAsPQWigUCIVQCinl5ncwGAwGgyETysL3wHV9lFSoZNBlE2jRtBe2beN7vq48G0yGGpUSKYVoqDC3wbB1kFILYgqFsIzl3mAwGAxbhuu5OLZNc02ALSqQhUIhpJJYwgJUTcErackUQn9vZDLDNkJJvQDwfUlWJAvXTRCJRFq7WQaDwWDYgZG+T05Ojv6lGX79LSqQlZWVUV5WibAEnq/wpaw2tgYJY4WwEcJoLAzbDiEEtmWhBKxes4b2HTrg+35rN8tgMBgMOzCRUIiy8nJq2irTE+E3LKG1qECWnZ1NcZtiwuEQUoJU6c3WfjwiECuFMCoyw7ZFSklRcRE7tWuLUckaDAaDYctQhEIOWqeUlG5E6m81f69LiwpkSimUUkiptMFSpBktRZoEqczkaNi2JJ9F/Y6Y581gMBgMW0ZqXmkmLV/LkiD0QJAmeJkoS0PLIkT1gkCk/iFNSDMYDAaDoREka3QrnT1CTye1ncg2v/BvxVqWpBUah1TjzWRoaEGShnKDwWAwGJqPFsS0u9UOEGVZk6RQFvxjzJQGg8FgMBh+FjRdpmlFgSyg3pqWRk1mMBgMBoNhB0AJwA5+ab5yqZXzSxitmMFgMBgMhp8BW2jpa12BrE7jkz5lRlAzGAwGg8Gwo9F8+aUVTJaW/qRMlfWZKY3J0rBtEUIgLB1pqVBJ736DwWAwGJqOSE4izZdfWklDlkmCNIKYwWAwGAyGHZFmVBRPo/Wd+lPRlmkqChNxaTAYDNsekTZ5mHHXYNhKSJpTzLIVNGQy7ZNkG2vGBFi2QEqJ3IIsups7h1QK3/cRVvPzkBgMhrrod8qwNVGp1XwyWbesKaAZDIZmYtEcGaD1EsOK5ADQ9EEgPZ1so7ZXinjCw04TylR6HjRB9e+bOU4mpC/xfR+FQs8dzR/YqssvmMHRsO1QTX6TWhEl8Xxfvxut3ZYdHIXCl3q88pWPUrUXyAaDoTVo5SjLwLm/CapyywLP87Tw00htl0BgWwIpIRyysW2LZBVNIcDzXDzfT26cubnKR6q6A5cMJolQyCHkOPj+lk0ZUkqklFtUE8uwHSPSSre2IirQ6ModQMhJeD5CgFTmvdgaCAuk9JGep/tze3ggDYZfOK0gkAlqRlkmv8u8uQo0Wq7nsmHjRq699lrGjBlDWXk5vtQmQmGJlLYr+XvyOyFg7ty5XP/nP/Ptd9+hZPWAHovG+f3v/8CUt6akyh6k7588hiVgwYJFjBv3GJs2laKUCkokgFKSzz//nGuuuZa1a9eljp0UrITQ7ZfBqlQpiS/1qrR0UylPP/OMXv2jB8qPP/mEMY88wqZNpWac/Bnj+1rIsFrYHCeEYGNJCddddx1vvTUF29ZtqP3cb+nHsgS2LYLjAwLKKyoa7TYgRHWh3h8XL+TSSy9l5arVWA28FMmxwnEEfnKR1ahz6XFDKpV63wESrtvIA8j6PxnwpdQae6VoafnSsQWlpaVcd931TJ78FpawEEIvjIWwatxD29bjm2OL6mdE6HZv7pmxLG2RAC1E+1LieR6u6yKshi0O2xoj1Bu2OirIILFjpb0QaZ+G0YWeJWAhgNKSjfzxiquYP38+n3/2GSjFpZdeQshxEAJc30cIu4YQYwmBVJL33p/KokWLAKuGMOX7PrNnzWK/X+2X8lOp/a4KAZ7vM2/+fJ588gl6774bQ399sP6bZeEIwcuvvIL0fZxQKLWf7VhsLNnEcccei5SSUCiEEIJEIoHv++y2226ce+65jB8/HoHid2ecSXlFFffedx87tWuH55+JlNVtNfw8EAJsS2DbNp4Pvi+1UNZCc4SUElsoPvvsc4YNG4YlLPwGnjOlFNFolFgshmVZ5ObmEkp7zjPhegnKyyoIRyLk5+WC9IjHYsRiUXZqt9Nm9/d8iWPbKAX//vdYdt11N9q1bdvgPkopPNelokK/Y6FQmNycnM2fy/NZtXo1kUiYTh13QkpYv34DOVkhwo241qYSDtskEh4hxw406i33jruez5Q3JzNjxgxGjRqlhUNhI6y663PPV4Qci4rKcmIxDwQUFhYScgSeJ7HszGt6qSRr164lKzubNsWFKM+jZNMmioqKgmtvuenH930iYRtfBX0tg5Q3RjAzbE0U7OCZ+jM3Xr8weoU2c+YMbrzxZjzP4+577uaG0Tcw9YMP+Psdd7Jw4QLicRfb0obI9JdMKklpySYmvvIKruvy/Xff8cYbb/DGG28wa/YsfKWwbBvbslItEaL2R2DbDkOHDuHIo47mgQceZN3adYFgB19+NYNZM2dw0EFDKCosqD63r8jJzuboo48mJyeH4cOHM+LMM+nSpQu77LwzZ/zudIYOPYj999+fx594kqXLlvLpJ5+wYf16Djnk17QpLjQash0ClfZpxNYKPE+yYOFipkx5W2tjGty1acff/PkV99z3AD179GSffQYhFQ0IYz6zZs7k+uuu59hjj+Pcc8/j66++rrtqqYcvv/ya0047nXfefQ/pKxYtWsLRv/kN418Y36gxSwYalbKyEr744gt69OhBJBxO87GsibAEpWWljB07jvPPP5/fnXEmTz31FAi1WW1eOOxw29/+ykknnUQ8od0hzhoxgmuu/XOg5am3d2j0fal1vVLCmtWr+fzzL4hGo40UDLbCMyAgGo0yb8FCunbtwk7t2mLbTp3jKlWt0f/0f59x+eVXcsqpp3LaaaezsaQUz9N9mm5tqE1lRSXDTzmFr7/6EteTzJnzPcNPHs78BQsIhVpWF5Bc/CxZvISZM2YRTyRM3JVhG7FDpb1IRvUEpsvUdzW30Noxn0QiwYsTJjDx5YkUt2nDjTeOpk+fPoCiuKiY2267jXnz5nH++edzxBGHoqTCdqq1ZEJYfPzxx1RVVVFWVsY///lPwpEInuty3G9/y4UXXEAikcDzvVQrpJTYlsCXimgsRunGjaxbvwEpJb169uTz//2Pr76eQbduXUkkEjz44IPk5uaRl5vHN9/MwLJtdu3Vi9zcXMLhECeccDyzZs3ixJNOoqiggNWrV7OxpIRjjz0GgHPPPZc1a9aQiMX54INp7NypE8cecwyWZWNGje0HpRSWZSGV0nclLRhFBSYcpUBKVUfjZVsglZZjbAuiMY9nnn2e999/n98cfVQd+UYpFWhs9U6WbQWCQbDCV3p1b9lCK5EF2AISnsRxLOpxddQIRSIRY+rUqQwbNozi4jbaN8tXgXlfpN6d5LU8OnYcZeXlXH/99RQVF9K1e1ftQuAmCIfCWvtr2/iBvKBQqcWUDDRWCnACDbGipgCYSRixLRvbFjz44Bh6dO/OQQcdVMfXybYFCdfX7ZaK5T/9xIQJE7jgogvp0qULnTq0D5zWawud1T97no9lgUJgWcHiTFiUl5cDelFnCztwP0gOLPpilZJYll1Dk20FmialtPbTCdnV53J9EAKZ8Jg2fTqffPIpo0ePJjs7OxWwINLaalkCP3B7qPF8SL2trW2KCEvguX7q3JkQQrBh/Tq++fprLr3sMmzbRiHqXfj5nk9lZSX33ns/GzZs4I9//CN5eTkUFeQFjajv+PrCgzcEN5HA9XxtZhYKz/eRvh881pvX/gsLXNcPArLAbuD6VOr8we+q+v4kGTvuMULhMFfv2otwJITv+ziOjZLV7bEsK/VMasuGje9LhCVwXR/H1seTSmKnHdto237JqGBI2bJFUysJZMnG1501rOAFDDs2a9eV8pdbbuWrL79k4KBB/D975x1nRXU24OecmVu2s7CUXXpvQXpHARtRsYCxRbGjRv2sibEnGrtGo2JJomLDlqixIAiIKAhY6ChlQWCRzi5svWVmzvn+mLl37y67CBhB4zy/391679Qz57z9vfeeu8nNzSUajRIKBRkyZDCvvjqJc8+/kD/dfjszPxrOfffeTWr7pd27S/lgyhQApkyZTIMGuWiluOTSywiHQqSlpXnak43W7oTmLp4KpTTKUTz1938y5YMP0FpjWRbBYJAbb7yRzIwMwHVnCiG44447UFqTlZXFvffeQ9++fdwHWbgP+Ofz5tG8RQu2bdtGMBhkzbfrOW/cOCzLIis7mzFjx5KVlYXWmtEnnkSTJk146sknadas2UG5Mz7143jxgGFTYMXdcSITMU5auRO/EUChcWybQFoI5aRO0hrbVhiGkYyBqqysxLHtOt3SjlKEAiZKacoryzFNk3AoRLUgIZCGcN2dQoIGS2lMU6JUzYUpFaU0z7/wEpGqKsaPH++Od4HrytFueRjsyix+AAAgAElEQVThhWMqIBa3WfDVV9xw442MHj3aW1gVkWgV4VAQITSGIbEc95okrlNCUHAcB9u2k1nMrsDn7iN5ePXMX1JKBIopUz+kb9++5NfxHNi26+614hYZ6SHKyyooKSlh2NChtG3bBqUcqos1JuI7al7rQEAmBQSlFJbtEAgIhHTjqQwpkkk/2hPKpKFdwQJN0DSxkvc5cU/ANCQyaLjzWcAgGrMJBkzi8ThSGpSWlYPWmKaBo5Qr7Ct3LBmGScCQRKIxgqGEBcvdhxQSWyvCoQBVUdsdixoM00A5um6ruidsO45i2fLlKOXQq+dhIGSdKp8roMK27duIRCIcccQRnDh6NEJWey7qum/aUzqEAMc1vSI8C6UkoWjvu/AicYVuQwqqIlEyM9ISOkqt/bqxg4bhXgPAu0+Ja+Ke5fYdO2jUqBGgkUJgBk1iMYtAMEg0EiUQDGIYELdcLccwE/dPErccwmETK+6uW8px3HFe40D26bR8/tdIyjOJqhEHVofs0BaG1SkWMk8DVI6mqqqSl99+h+eeeYYmTZvSt18/zj7rTJYt/5pYLEY4HHZjRWwbIQSXXTqeGTNmsGjxQk448WQuu+xSRo0ahQCmfDCFlStWcOONN9K4cROU0lRUlVG0YQPHHnMMWgiUcti2ZYv7sDbMdRcCIZFSEg6ncekll3DmGWcgPe3etm0MKbn6mmsYO3YMw4YdXkOrMk2TVi2be5OARgpNPBZj+owZxGIxtm/fTrdu3Whe0Ixrr7sueR5vvvkmbdq2oU/vPgCEggEyMzMP+m3x2RMpBKYpWbBgMQsWLmTWxx9TFalk2OGHc/iwofTqeRixuEPcijN9+kc0zG3IsKFDkwtBeUUV770/mTZt2tC9WxdeefU1NmxYTywa5emnn8Y0Tc4880wyMzPZtGkT8z//nHf+8x/KK8ro06cXI0aMYPDgwUlB55/PPE/rVi2pqKjkzTffJCMzk2uvu5Zfde/uxl3WY3mIxSIsWbyIbt2707wgHyEEtqcXCSFQShOQgvUbipj64XRisRhSSubOmcOu4mIyszI56sgRzJz1MZWVlVx04YXJxIRYNMrUD6dTXlbGuHPP+eHXXGr+8+5k4vE4l156iXtKXtyPoFpqFBJmzpzJmjVr2Lp1K9k5Obz11ts0aJBDl86dCIQCrPjmG04++WQaNmzkCROaWZ98yupVqxk//iISE6cQwptGvRhTzxIlpSAei7F27bfMnDWL6dOmkp7phiO0a9eOQQMHekKC5LnnnqV3r94MGjQIK24RCBjELZvnn3+e5s0LyMnOYunS5Xz66aeUlJTw7LPPUdC8Ob/5zalkZWaw7tv1zJ03j09mzaK4pIT+A/px7DFH07FjR9LS0lm9ZjVz5nzGKSefxNtvv8tHM2eSk5PD44/9DdMM1jN+SWZuv/LKK4w88kiaNm2KUk5yjApRLVzEYhYvvfgSm7dsprSsjNWFhTzz7LOgNRdedD6TJr1G//796dqlC+AK+oYBzz77PJ07d2LIkCFob386RYBKCOSJn7+Pssoqvl2zhqlTP2TZ18tBaQ4/4giOPmokbdu2QwiJ41g8+dTfOfzwofTq2cu9lRq2bt3K+5Mn07dvX7RWLFq8hC2bN1NVWcmLL75MOBzmjDNOIxwOs3TJEj7/4ks+mjGDuBVn8KDBnHDCcXTo0AlpGHyzcjUzPprJqFHH8uGUqcyZM4emTZvy10ce3qvVzueXhCeA6VTv3/5x6IL698iy1MkfHVuxprCQc84+my5du3Lvffdx/e//kJyME64j12WgCYUCDB8xkltuuYVVK1d61gvBihUrefW11+hx2GH8ZuzJRC0bUxosXLiIUDhEs/xmXoabYPq0GezevZubb76JRg0bIaT24sc0zZvn06JFPgIvK0ppKquqiEajtGnVim7dunpaYWKicU/HcTxNypvUr7rqKvKbNeWxxydQVlZGOJzGGaefitKCqsoKZs78iH59+3Laaae5GUwCtPJdlj8FhBAsXryY2267Hcu2GTt2DOnp6UybNo3p06bzpz/9iX79+lG6ezdv/vtN2rRpzeHDhrmWCQSRSBVvvfkmo0aNolu3LsTjFvFYHMu2kYaBBizbZvuOHdx9992sWLmSCy+8AKU1C776kmuuvY7rrr2G3/72HCqrKnjuuWfIyMjEilscMXw4phkgaJqublM7QUDoZGmZJUuWsX79Bv58553YXjKBQNRYHG1HY3luQMuyiMXj2I5DNBYjGA5hO5q333oLx1FceMGF3mIrqKyKMH36NIp37uTsc85OuibdbYvk8+s+t99vJYnFHT795FPCoRDdk89YzYVcSIFtu8dqOw6BQICqykoqKysJBYMoDdM+nMbUqVM5YvhwcnMbejF8DgsWLODVV17j4osvRBquAmYYXnB7MuTBPbdYLM6mTZv4ww2/p2GjRhw7ahTp6SE+mDyF4uJirrzySk4cfQJCGDz7jBvDNnBgfwLBAMpxsOIW//znPxk0cCBnn3MOMc/SDu6tsmIxtHLYuPE77rjjDrbv2MEJJ5xAVnY2ixcu4KYbb+Evd93JYT17UVi4hhdeeJGvvlrAqlWrGDRoMLZlEYnGycqsWyBTyg1sLyxcw+5dpfTo3oNAIOBak6qNe0msuEU0FkMpjWmaaKWIRiKEQiFsy+HVV14hHA7RpUsXN/hEuHrAyy+9xNHHHsPAgQOTSkGyqoZIse9+jzAmPQvbiq+Xc88999EoL4/jf30cZeWlvPvuu0yb9iE333wzffv2oWTnbl566UUyMzPo2bNXcttbtmzhmWeeIWCadOvWjXg87iryjkMkGsU0TSzL4euvF3LnHXcSCoUYNWoU6RkZzJr1MXPnfsbd99xNt65dWbfuW16Z9DJLlyxizZpvGTxoEJVVVWilvBRin180SX/5/lvFUvnJZVlqDdk52dx+603YjkZIgxdffAHl2K4qjOaM08+kT9++/P4P16M8144wTDIy0hkyeDCW7bBjZzGXXHopbdu25fDDD+f4E07ir399iDZt2zFp0iTS09Lp3r07KDeAt2PHTqxcsYoLL7yYu/5yJ71793JjH6R03QqeaVorjfYCYx3bJpwWTmqBkHD3CDQKy3NHKQ3BYJCGjRqRnpGOYUiv7IXrllG2W/QyFouSnp7m1kkTwovF8PkpEIvF+M+777Fr924mvTKJpo0bYwYCHHP0kdx193389a8P8+abryeFDAE1q8sLMLyssqysbK64/FI2FhWxZcsWLrvkIsAdCx9O+4j169dz33130/Ow3mhg7JhT+O3ZZ/Pe+x8wdNgR5OU1Si4s999/L/3798Oy3SzehMJSO15Ku8FdrPt2HdFYjH59+iCFSFqCUlFK07p1a84//zyEdpg0aRLDhx/OiSeeBOCVk5ApZSk0QkgM0xVqpDRS9Sv3e8pi7Hp5v39kL1++nG/XruXRxx5D67rjnABM0+DXvz6WUccexdz5XzJ58mTGjfstbVq1RiH4+OOPXZeqMGq4ulzhS7hJDZoa208mDniuuYy0ELfddhvp6encfustdOrYEUc5HHXU0Zx2+hlMnTKVE44/nnDYBFxLo3ueKinoObaNYRj06dOH/v168fDDjwFw7rnjaJHf1BXmnn2OhYsW8dJLL9GxQ3tAcNSRI/nrQ3/lvvse4LXXXyNuOdiOw9y583h+4kS6de+C0BozEKr3WjqeS/mxxx8nPSODYcOGovdS/zEzK4NLLhnPipUrmT9/Pr169eSKK3+H42gcx53b3HAM73p5X5JCtq62Nh6IH8+N54N77r2fFi1b8scbbqBpsyYIITj88CO47LLLeOHF5+nUqQOxeBSlHRxlu5/0PBnejUQD/fr3o1//Pnzx+ecU5Odz8YXnk5aeCULw1ltvs3XbNp6b+Bwd2rcHDcOPGMpf7rqbF198kT/f8WcMQxIMmixY8BVvvPEGLQoKcLTrDfHxqWFU+gEcotEkan2voc4jBASCaQS8c0xLC7uCkHaLGaalp5OTnU2TvMYYpvT+7tb2koZB2DBo1rQx5593Hp07d6JBgwbk5+dz1dXXcPiwYawuLGTUscfQpEkTIhFXyxk8eBB9+/Xljjvu4OZbb+Xaa69j2NChvPDii7wy6RUMw0RKie1ZNJRtY9k2f77zLlB3utq5aYIQGFLStFkzbr/9djp16oQh3VIXZ55xBsFgkLLSUgYMGMDsOXO44893oLXCtuPELYu77rqLBx98MKmZv/Tiy7Rq1epg3hyfOigqKmLJ4sUMGjyIxo0bEw6nAdC4ST6DBw/jqSefZP2GLW6mb0qcVALt+W1EwiIlTQxDevFVhhufGLe5//776dCxIw0aNKS0bHfSNX/nHX9m/PhL+Hr5ckaMGI6UgjGnnEKfvv0Jh0MEtevur2110mgc2yFgSCoilUyZOpVLxo9P1pOqC5GyyiaOTWvhZeORDG5PuOmF+DEsBJptWzezu7SUTp07VJ+XqiXokri2AoSZjMMSGAjDxBRgmpKAYdbQAfc3e7miKkrh6kLOO+8c2rRtSyRuEQoGaNYsn4suvJBXXn2VOXPmcMQRwzFNM2l5T4yDhGVPeNb7RIKDchw3WkOYFO8qYeHCRWRlZRJOS2P7ju2EQkFsy6Jtu3bMnv0ZpbvKCJkGAcPkjDPOoFevXm6yx/dZnAyD7du3s6awkBEjRxIOp7kCdT3vdxxXCQ2aAe96SaQwwdBo7dVmOxBDwD4aEGzbZtXqVXy3cSMnnngiTZs2wTRNHEfRtXNnhg0dwopVK9m6dSsZGRluAogXYJ/qIk3iuZMT8ZumGUBKyerVq1m/fj1Dhwwhr1FDSkt3u94NBd26deWNN96gsrIStMaybG6+6SbatmmPUgoz4cXwtWYf8LwQPzsLWSLgre5JXHimb6XdlPdly5ezbdu2ZOaRZdtEIhE2bNjAlKlTMU0TpRxsx+ZX3bvTtm17dy9ac+ml45Oa6hNPPsHEiRP5z9tvIyWcedbpaBwEEAqHEdKgV6/ePPro33jkkb+xadN3BAMm3bt146yzzsKLWvGCezUvvvAipmEQqazkjDPOwDANwqGwu5gJQUZGOg0b5nplONwvp5x8MhkZ6cz65FOkIWjdqjmnnT4WwzDZsmUz06ZNx5CSM844nUAgiJSC7JQyGj6Hjm3btrFj505+d8XlBAMmGjfuTwpBq5YFNGiQwxfz5zNgYD+vn6msdtUAWgsvFkkmrdvJcgqe4iEElJaWUlRUxF/u/Euy7EAoHCIarcIwJPF4DAEEgyHS09MImGYywDoRbJ26NrtdKiS20mxYX8T69evp1KljnZaxPakO8BdohFDe4q8wTYNo1MK2bQKBYPVp/JdWp1gszquvvcHxxx+PIQN7FfqSFhGtCZhGUqDUiZpTuEVKEx0+DMNIWni+Fy/Qf8WKFSitkIaJxlUS47E4pmFy0oknMvG5iezatYtYLJZMCEoI5lKQjElNxKdqnZLN57ly161bT3l5GVVVEW65+SZP2XQFo9LSMjQOO3fuQJoBhJSc9pvfJIP1E/eq3muE5j9vv41lWZx33rlIKbEshWHIurMlva9JF7F3jMpzc8saWRnutTakJ3nqujapU75rECplAavjsgPz5s4jMyuL1q1be8H1cQIBE60VR4w4gvlffs7Gjd/RpUuX6uB6DbZyCHj32PYsg8lEBO8iKe0mo2zfvo3i4mJKiou54YYb0NrBNAPYXhHyuBVn9+7dXgFfTZ8+fdC4pZJ8YcxnD/YYDzWNTd/HIcyyTGQh7EliQo1Go/z73//m008/xTAMgsEgsViMyspKvv7mG9Z+u5bsrGyqIpVEIhGuufYa2rXtUL0nb5EyDInUkvz8Zuwu28U555xDh47t3er4wnPBeA9c27btuPXWWwiFwkjDYNiwYQwZMiQZg+E4DuvWfcuklyfRo0cPysrKiFkWf7zm6uSiIbyJKZGpLqTANE3OPudssrIy2Vlcws7i7bRu3ZJLL70YoQWvvPY60z6chpQGxxxzLJ06dfSSB/77RSl99p9gMIhpGJSXlpHovIAQSC2xrRilpbto1CgPrV3rUShY031k2242nG3ZKUKat2h7wTUaiZCSzp07c+ZZZxIMBrFtG9u2UI5rGW5ekI9C4CgHwzQxvUzMBHVn2Ln1op555ll69epFx46d9imgOrHmJhZk0Cjt9mt1HAvLtggHg2hvsXMc5cbU/EC01hSXlLBq1SrGjTuH9PQwiTIfeztW5WWZkhTQPAuho4hGowjcgrwA4WCAfXExaMBRDo2bNHazXLUiFAhg4LZKs2ybYCicFP6EZyE3DMNLklBYjqKysjJZ8kGI6iD7QCDgldkQZGdlEAqG6dWrF1dfdSWOdlDaRiuQwsA0DPLzm7Fu/Voc2ya3UcPq5IbvobysnPXr19O2bVvymzXzLF51Sk41rml1koOLlALLVl6BVZL57IYUySx0Ue8hJZTxRDNzqK9tniElTfPzAYhGIziOTTAYwLJjGNKgrHQ3wWCAcDiUvM6JUjHCcbsCWJZVHVLinU/iZ6UUWjmkp4UxDINfH3ccRwwbjJbava+WDQhi0RiZmZleUo/pKcp+zJjPvuDJOjV+37sF7SeXZZlACEFWdha333YrlmUn2604yubccefRu3cv/vCHP7iWK61xtCIUCtf4fCIOJBqNsmnTdzzxxAQG9B/IuHHjUI7GEDLFveRW9A8YJnl5jUkkDLiTp0SarmBXXhZh4sSJBINBLrjwQubMns2UDz6gbZs2/ObUsQQCpqtJ15qVYvE4pWXlRKMxKioq+PKrLznnnHFMfOF5tNK8POllhg51Bb+HH36YCY8/5sYc+RrYT4KmTZvSsmVLXn/9dU4YfRyBgIFEUhmpYtnyr9HAgP79idtRsrOzWbJ0qRsnJTSxuEVxcTGrV6/myJEj0dotoZAoIYC3MIZCJu3btaOivJzm+QW0bNUC23L7p67fsJ777r2H8847n569eiUVCHc7e1+RtaOpqixjxkcfcdFFF5GZlbVPn3M/rGs8I4aUxC2LuGWRaAcW94TNr79ezooVK2jWLP8HXWsh4MEHH6R7t2706tXbq6m27w9CQohIZGO2b9eWtLR01q1zBRK0omTXLqx9aIskhSAYMMlrlEd5RQWRWIziXbvIy80lEo1RWVnBgw88SH5+Pm3atCYjPY3KyiqqIlXYtgUYSAH/efvtpDklcVyO1jWq4zcrKCAzK9OzYnYmEDSwHBtDCD6YPIU33niTJ598AqVcgUM7Kmll/T4Be+GSxXzx5Zc88cQTSGl4S0P9n0mMDaV10jqktFsqwrYdTCkpLy9Deun9jtKsWlWYtEDW7wzVKa+9H3O/vn2JxWJ8880KRo4cidKuMGvbDlOmTKVxXmPatW1LdoMctNZUVlQQjcUJBYJYjs2CBQuoqqyqEY8bCASwbRs0GIZJw0Z5NG7cmOVLl3LZJRcRTg8hpSQet3j3nXd4++13eOYf/6hOJJOyTqUnofz7tch89pyr6grNqptD1MtS1KsZQbUmI4C0tDSys7PJzW1Aw9wcchs0AFyXTVZWNjnZWeTm5tAgO4uMtJBXd8g9cSkF0WiU2XNm839XXU1ubiPGjx9PTna2a6oHLxBVgYBQIEDcVtX/I+EOcU31WzZv4fEJE1i0aDHnnnsugwb2Z/z4i+nbty//+Mc/eO311ykrL/cy19xzcByHWbNmEY/H+NNtt3HuuHP4bM5ssjKyGDJ0KNpRTJo0iV0lJRx33HGcOnYMX3/9Na+9/obn+mIvk5vPwaJ58wKGDB3CmjVr+Ne//sWWLVvZtn0HU6d8yEcfzWTI4MFoAelpaYRCQTZu3Minc+ZQVl7Bim9W8Mwzz7oWL8dOWrSCoSC2bTFt2nRWrV6FFY9zySWXsGr1at555x02b9pEJBrlqy+/4orLryASjdGyZSsvhkt6CSfU/UpBGoIXX5pEq1atOPnkE1OSRur5bMorUVzTLY8gMQyT9HAaBfkFlBTv4p333ycej7Nhwwamz/iIXbt3u5YgT1AIBoPVcVSey26vxT21pqqqitmzZ9OuXVsa5zVCGrXminqOVUq3zlbtRXHgoEFUVVXxzjvvsH7deiorq5g6ZSoffzwLqJ5vlNJY8TheHk91xiWCYDDA2Wefw8czP+aTj2fx3eatVFVUMn/efD77bC5dunSlU6fO2I6iU6dOLFq4iC+//ArHtlmyZClTP/zQTeQRbmcABRQUFLBl82aWLF3KmjVrCIfCDB40kKIN63n1tVcpKdmFlJLZs+cw6ZVXEVJWF5DVGnsfrJEJ42bRhiLy8vJo3DgvObfuDa109TycEiSvvKz2vv368v777zHz41lUVlayaOFC7rnnLs9Slbh+0nMlup92T19SnY0GiQK7tceAEJCX15AhQwYzZ/ZsPp45g/LyCop3FjPplVf5+ptv6Na1Kzm5DQiaAZo2bcKChQtZtnQZsXiM2bNnM2/uXIKBgJu84p1Leno6GzduZPGSxaxYuYq2bdoyZMhgFi9exAdT3IzZ0tIypn04jVdfe52CguaE09IQwnV5J0JQar+S49LnF0o9k2+NJMbvjy87hFmW9ZS98DSnmBUnlDKZK8cVmmzLnezd4GiN4cXkSGl4mrGTnJAdO87E55/ngw8+IC0c5tZbb6Fbt25JbSYhbCUEMg0p25NURSKkp6VRVlrGv/71bxYsWMDatWu59NLxnHzKGJRSZGdnc+ONN/DPZycyceLzLFy4gLFjxzBk8BBsx838mTvvM/r27cugQYMJhYNMnTIFx7E5/4ILmP/FF0ya9AojRx7FkMFDMAzJb077Da+//jotWjTniCOGVy+8PocM0zQ58aTRrFy5kkcffZQPp39IKBRi9cpCOnToxO8uvwwhXQ189OjRzJs3n7/ccQft2renqKiIVi1bUpDfjFCouizB6BNOZOqUD7n3nrspKGjBY48/woAB/Tl33Dm89dbbzJ4zh+ysLDZv2QII/viHP9KmTSsqKiqwbYVjOXVr5KKm9SMWjbFw4UIaNWxIm9Zt9ynDMYFlW97Cmiiq6j6fl19+BePHj+fxxx5jxvQZlJQUEw6n0aVzZ5Qm2c1AeoVwHUeBVm7YQaJtTR2HoVE8/+JLBINBTj/jTMDtbODY1Zmj9VkhhIBozE5mRCdo3649w0ccydzPPuPGm24hLy+PZcuWkZubm8yk1Mq1WpqmiXIUQpLMjnQzpTXjL7mYbdu28diEJ2n3/geYpsmSJUvo2bs3V155JZkZWSDgyiuu4NZbb2fChCfJyspi9+7d9O/fn2+++QblCatSCHod9iuerqhgwoQJNMjJ4Z/P/JNTxozBsuM8/fTTLFj4FQIoXFNIQX5Lrr/+Ou/qa88tKnG0wthLfJ0UAq0d/vWvf3HKySfRICdrn+670gpTGCREMa1UckQpDaNHn8DChQv4y1/upG27dmzdspWePXvy3XebsC0LPGtaLBbzxpvAdhJhKoYXR+fe8T1cl8K10IWNABddfCEP3P8Af334YVq2bEE0GmH9hg2MGDGS8867ANMwEUJw8cXjeeDBB7j77rto2bIlGzYU0aZ1a75dt464FU+WETph9Gju+POfue+++ynIz+fZZ/7BqaeOZdu2rTzyt78xZeoUhBSsXrWKnof14oorrsBR2u2TLAWxeKzu8efPz79sBFS75FMFM1H7TXvfjD6INtZPP/2Ufv0GEAgE0bWlReEkfkAgWLtmDRdePB4rHk/GCAgvO2nnzp3k5OS4GVWOk4wLAGjZogV33fUXOnTsxC233ML06dMZOGAADz/yCIFAwAusrXb3VFRWcdSRRzL+kku4+KKLUyZ9N8bg3vvu5/33J2NbNi1atODue+6mU8cOSKM6dkcpB4TmrTffZsKEx4lEIrRp04Y777yTbt26ErdsAoaJEJJItIqHHnqIXSXF/Pbss7nuuutp06Y1Tz71NOnhsKeRay699DJWrVrFI397lMN69HDbe+i9uxl89p2Ei3rhosX07dN7HyZUjeMlj2zevIWPP56JZVkMHTqMDu06YJgGtuMkG1HvLC5h8aJFrC4s5NejRtG+fVsqKyswTIP0NLfZtdaaaCxKZWUVytY0aNCAYCiAZVmUV1Tw/nuTiUYijBw5koIWLbx4FzcOrXhXCeFQGll1FQ5OBnq7sTJTpkzh4b8+zHMTJ9KqZcv9uk4ah23bt5OTk5Ny3AqtBJFYjK+XL+fzLz6nb59eDBo4gMpIhGhVnEaNGmFZcSKRCgwz7Db4FoptW3ckrd51udmE1Fxx+ZWsLlzDh1Onut0RQiaW/f3TlCuQxSkpKaFxXl6yJIGQmnjcYUNREfPmzcM0DI4/4YSkNa5xXh6GYbBjxw6CIZMG2bkAFBcXY5omOQ2y0RpCAYOqmMW2LVt59913CYbD9O3Thx49ehAIGG42tVe/rbS0jE8++YT169dz7DHH0KVLJ3aWlGAIg7y8XJRyhZWYFaO8rAJDSvILmhK3LBzHYfPmzcyfP59oJMJxxx1PkyZNkMJt2xWNxohEq2iQ3QDDdEuM1OeydJRiw4YNXHP11fzxj39k0ODB9VooU13YWrnxWNFYjMqKCqSQZGdne/dfIyWUV1Ywf/58Fi9ezOgTRtO+fXvKy8pJS0snIyMDhGbL5q00ymtIOBzGjsfYvmMnTRrnYWudVLj3HHSutTJuKwKGewxrv13LtGnTSE9LY/Txx9OydSsvuz4Ru6fZuXMXX3z+OasLCxl76qk0bpxHpLKSQChIZkYm0UiU9Iwwu3aVYcXjGAGTnOwcTFNSWVXFrpJiZn3yCaZpMnDgQAryCwgGg2jtxqOVllWQnZ1DOFh3rTefXzCJ6vxaMfn9yYwZM+YAN3PQBbL+9QhkCfO7684s2riRxx9/vLqmUorQhdY1gpkTJQUQgpzsbMadey4tW7Zk29YtzJr1CccffzwZGZY77v4AACAASURBVOnJDCchq0+5sirC5ZdfztgxYzn5pJO9mB5Au+1PXnj5ZRZ8tZBjR/2ao0aOcFvfeHEEicmgWtvXlJeX8eRTT7Nz5w6uvOJy2rdvj2U7GNLAdhSRSAX/fOYZbMuiY8eOfPHFF4wfP562bdvhKLdPmm3bFG3cyMTnJnLa6WfQs0cP1225Fzevz/6xvwKZoxyEUIiUnoaJ3pW2rdzAbCmxrDihYICqSBSADM/d4Qp0bjJA4nNxK0bADCXdIJVVlWSkp7suQi3cWBzttmKShkSr6l6awYBRd3o/7CGQvf76G8z97DOeeOJxHGc/H3eh3QD0lPIWyexF7V4X191vEo3FvdhJ6cWbub3/EpmliXg0aYga7WxSWbN2DU9MeILRo0dz5JFHuu495fUj3MepypCueyzx7lgsijRMAqbEUWCaAs8gliyTobwYITfkQSTj0Nz3eOdiu9qvoxRaaTfbVoAVdwPOHaUImJKEAVIpTcCUycK10ZhFMBDw9uUqnkq7B6q0IhR0kwRMw7MeicQpC88FLJPZ5o5y3JZZidtUj0AmBTzy6KNURaq4+qqrychIT2bl7nGr94gpdItgW5ZNIBjwSg9VezIS7zekIBa33MLESctX4plxa7K5Y1whDYFpGHwy+1OWL/s6de8k1oNYLEooGOLMM88kKzsD00uQqKiqIttrV6dFotabxnaUZxUVOLZNKGgSjdtIIZL31PCyIp2UtkrCy7w1TYFt2V7mpDu3R6JRQsGgGzNpOwTMgHceIjnl+/gkSbjetWLy++//nASyfm4BS5Hqtkw9hLrjy2ofZn0TUDLQudb/Uz+fKpAppdi8eQsNcnJIS8tISUtXKO0kYyIMw0zWsKmPRFCnoxXRSFWyTyZaJANjtbLY4rmgCgryqayKkJOdRWqD30SMSDweJxQM4z/+/30OxEKmqW4unTqelNdNIaE4JIPgvcyzZCyW+0GvC4RXRkAJz61UU0CRXhxjqnsxMYaA5Fis8zmoJZCVFBfjODZNmzbb/zR9UR2nVF16ImWfOvGr5/pH7vnspSzkOuXTdT2j5eVl7N69i/yCFsmFeF+aUO+NRED6Htc4EbaQkoWXUPKSz3rC/ZuIQ6rl7k09r+p7kvL/5Jfqc06EXHg6ZDIswy3348bAVo+PRKP6vcef7G0+LC7ZgULTJC/Pu4ci6UassY066rspRyUPv/b8J2XtMV7rmLyOEdWJB3jNwm1mz5nN6lWrq/epa1rtTNNk7KljyMzIqBHTu8f56pRG4FoCriKdPIdaZ5lwpVdfL00ioSxx/Il74v6x+rprTwmp3ejdxyeJVkye/B5jxpxyQB8/xFmWqRayvQ/yfZ2Qa7dVSVIj/lXXeH/z5gUoB9xebsnlwq23I43vnQxr798UBpkZWTWsWgKvWbIZomWr1uBlcWZlZQKJ7JxEsU7XGhEOpyXj3WqTrCLuc9CoMbZqLewp/9jzfQIvtMBdgQUyGTojvXGf2gu1vjEs1f7fcikleXl5SEMQjztJIeQHU5eFRSTizGr9PdHKSe/9KRJCkJmZRWZmVk0V7b9wvDIR3V5zj8ntJ61hexqJPAHX+0TtN9RxXvUJvYnPJoTt5Darp5w9QhLkvmTC7gUhBXl5jRGiWsjbn7ks9drUptrSJmpco7q2430Crd0G4MOPOMJtLZbEuyaJeyIFpiGwbGcvAnni/smULSSurU55R+291HectY83dQvekSW/+JOvT30c+DN76ASyQ+p+S32gvEmy9sRX/fQd8PNXcyqrezHXiQDoGruv+70+P0X2/f7sV1p8Petm6jbqHRu1PytcYcw0XbffAdvE61vLa/x93xf8ukic08EY9fv1aO3t3H8g9QpwVGc3HvgchHeiKe7Gfd2O3ocx+z23u5ZfI5lB6boGU8SjhOKasECjsSydkmH7Y40If371+elwCAQymfJK8ONoHPVmk6VYvJKPY60FxRPTah7iDyBpAU9a6kTKfkiefiJmpPpnXxP7aSDqVSLqlYvqGH+1haj6rG57s4Dui5Bee9+GlMlYnv0ixZWka35JHI37e43dHfiYTZRY+G8uk/uj1Ow1FOIHPor1zkcp3rPEvFD7X3v+sg8IVeueJSahujdW3/Ht7frt73VJWIf3OII6LJOukizrPu06xtu+3Oa9Wdrq3vZe/+jjU42onWG5//wEe1n+FPipHY+Pzw/nx7EF/PeflV+czeKgTDc/r6vqewZ8fp5oagpl+zeOD1EPCJ3y3Rd+fHx8fHx8fH7ZHAILmdfLTOhqd4ivDPn4+Pj4+Pj8T3BgQs2hzbIUKWY9XduN6ePj4+Pj4+Pzy+DQCmQJ6gky9fHx8fHx8fH5JXDoBTJdO9sS/LgyHx8fnx+IPkQhwj4+v0SSz9uBP3eH9omtUUagvp99fHx8fHx8fH7i/EBb0kEXyOquggw1z8S3kPn4+Pj4+Pj8cjioAplSCikMt/GvSu2Ll+qq9IUxnx8ft7+eTvnZx8fHx8fnwNFe79bq5hYar2/ePn3+oFvILNt2K0LrWrXIhPJevkDm8+OjtcZxFEKAFH6sjY+Pj4/PD8N2bGoWh03tO/L9gtlBDeo3TRPHcTCk4S6ENfpHyuoOSn6VZp8fEeUpA46jCIfCOI5NIBA4xEfl4+Pj4/NzRimHUDDk/bb/xqWDKpDt2rWLb79dC2i0MEBItKPQ6GrLmPb6nfn4/IgIIXC0ZtXKlTiOU6PDs9+2xcfHx8dnX9EoEBAwBGXlpWitEEKyv8mKB1Ugy8nJoWvXLgSDQZQGpQUqIZCRiOOpv4mzj89/BZFo3q5xbJvu3bu7TZKT//LHn4+Pj4/PvuLJMFqxpnANQgi01vut3B9UgSxxgFppEAIhBFJK8EQyF18g8/nx0VqjtHYTTaRACIlW3gPkDz8fHx8fn33GjRVTTk0hTGuNYN/XlINfGFYL3Jj+RMAYgEg5idSsSx+fHw+ZUAoSQph0tRr8pEsfHx8fn/3CNSa5hifX0FQzsP/75ZpDEqylta4Rs+Pjc9DxFABf9Pfx8fHx+W+g6/Xu7Vv5i0MXPe+vhD6HEIEXvC+EX/nOx8fHx+dHQOCKWfsm8Bx8l6Woqz6HvyT6HCI8S61ytK8k+Pj4+PgcAF6lCOFU/w5ULyo/YZelX5Hf56eC1tpNMgF/SPr4+Pj47D8CEnKNm7F/YNq9X/DL5xeNL4P5+Pj4+Pz32X+h7OALZDrhU03dte8r8vHx8fHx8fkZogVoA/S+x4vVxaGzkPmmCR8fHx8fH5//GX6YccnPsvTx8fHx8fHxOcQcfIGsRpZlgoNrLku0NfhvU2ObQtX98vlJorVGSF9L8PHx8fE5EH64THEIsywPEQKkdNvm/DePQ2mNo5S3XR+fXy4/hrLj4+Pj85NGaM/ocuDz38GvQ5Zk/w460VkpHreQhkQKud+NOxO7tWyFABylMOS+B+FpdLLfYe19SymQ0kj5ez2y7j4cs2VZoMEwjAM7R5+fOKlj/3/r/jpKEYvFSE8LozW1xm/t2jw+Pj4+/4soDqQN5CHIsoQ9D7TmpK3rENY0sHv3LiY+9xwfTpu+b/sS7rYcx0Erx5OF3IbSjz76KLNnz0Zr17plOw4IUMqpY0Pu8WwsKuKdd9+lrLy8hhVACFi2bClPPDmB3btLSG2GKIVAa4VS7ksrV4K2LBvHdigrK+OjGR/hOAqlHGzbZumyZfznP/+hvLx8387T56DgOO7Y2F8Z2VEKjcaV/TXSAI1CaYWQ7vj4X7AqOUoxdcoUHnjggZrCWEJzFJq4HUdKEGL/zldr9zl2rdAKw0jthfvzRHtfhRRI313u4/M/xIH15D4ELkuv7IWuZ9dauN3R9/g7bNz4He9PnkxJcfE+7UlrzbJlyzhn3DgWLV1K3LJQSmFIkxkffcTaNWuSQlpZ2W5uuOGPvPrqa3Vsx11sZs36hL898giFhavQKX2phIB//ftfLFm6GNuxcAUyhRCakl27OProoxk16liOPfZYjj/+BH496jhGjhzJlVdeyfx583n00Uf5aOYMHEfj2DYP3P8A777/HnErvk/n6fPjo7QibsVRynGLye6jAKW1RikH0xAo5X7OVg7SECjtoLWN0nUpAT9HHObOncuSJUuQMvX5ToQHKNLDIaSEqkhkv4RQ05QEgyYB07WO205CKPv5Ir05WzkK23F8a7iPz/8MP6vCsF6bgboQro1s67ZtLF26hKVLlyZfCxcupKqqilAwwPLly+t8LVq8iB07toNwNfRmzZqSl9eIG2/4I8XFxUhpoLRK0bY1ynGY+9k8FixYQKtWLbCdPRddAYw+aTS9+vThkUcepbS0DMdxLWGrVxcyd+5nDBs6lNwGuTU+ZwYC9OrVi0gkSt9+fRk8ZDCBQICszEx69+3LkKGD6dS5E48+8ii7Skr48quvKCoqYtCAgTRo0OB/wnLyv4BSigcffIAxY0/FUfveZkkI15096+NZ/P4Pf+D000/nd5f9DsuycJTD6lWrKSnZ5Y63H/cU9pm58+dz7bXXsnLlyv363KqVq1mx8hv+eMMf9oil0K7JDA28N3kyJ5104n5ZgB3HwbJtPp09hxtvvJHzzzufc8+7EEOCUjZFRUXsKN6O0spTln7aCKkpKSnmwQcf5C933+1ayP9HLKU+Pj4HxiGIIduXXpaaTz/9hKef/juGdGPFlNbE43EqKyp44smnME2jTkuaBs4/7zzOPuds0Iq8Rnmce965/O6y3zHxuee45tprCIXSvDgwidKaXbt38/obb9C7d2+GDRuKUqC1QgiJ1oodO3dSVua6KQcOGMBLL73EvLnz6NK1K45j88gjjxAOpZGfX8C3336LaZg0a9aMcFoaWRkZnH/e+axbt57LL7+chg1yefjhv7F7924uOP9cDCm58KKLuPeee9m0eTNTp35Ik8aNOfXUsXXGqvkcGrTSRKqilJeVIWU9VlxICvKmKVHKtayWlpZx8y230alzZ0YeeRRZWRkEjABr167i+ut/z/kXnM/JJ51C0HDvt22rvd57pTWy1v+SWaLeoySE+z6lFKZpJttDJf4upQRdfbwiRTWb/P57zJ03l+NPOJ4uXbp877URAizLZnVhIfF4nK7duiZjLZXWCC0QwnCti8rGkIb7PCWtzKL6HIRAiGSL0erzQ1BRXsb9999PPBbnN6edRiAQwHY0RRuKuP/BBzjv/PNpmJvrbk/g3SOxx7E6jkpeW2kIlOPu11EK+X3PnNAIRHVYhdYoDaZhJI9U6+rjT83oVsrbr9CgoLSslI8//pjt23dw/XXXYhhpCOE3T/Hx+VmiE/PNga/Zh6C5+Pf/W2vByBEj6dy5C6YXwL+rtJRnn3uOgGly1dVXoZ09teCElaFZ06ZopZGGRKDp17cvl/3uUl595RUGDR7I8CNGJBc827Z441//ZueOHVx7zdVoLRDSdS8ZAiqrqnjhxZf4aMYMhBBYlkU0EuGBBx4gLT0N27bYvXsXhmHy14cewjBMsrNzuPnmmzjssB44SnmxaYpVq1aTm9uI7Tt3EgwE2LJ1G9ddcy3xeJy4ZXH99dcTj8VwHIf/+7+raNq0KX/605/Iy8v7UW6Fz34iBEoppJTV/S9T0LjuScOQWLaDaRjYtkPxzmKklAwbNozf/va3gMJ2FLtKdrN16xaUUinlYMB1dxt7bN89BA2OgwgEXMECd9G3HQdDg5QmGo1t2QSCpicoaLQBygHLtkEpjFAAIcGyXCuxpDqO6brrruGMM06jVatW+3ZZpCAej/Pqq69w0kknEggGMEzDjZfUCnCPQQrpxk4qTTAYdMMFhAbtXlelFVIamBLXColICp4Cwbp1G6gor+CUsWO54ILzUd492FVayoYNG4jFYjjKIRwM4v5Le5NkNbajCAYljq0xTEk8bhMMGFRWxQgFTUAkBcO60Z5Q5+DNVji2G5+qFTiOTSgUcIU8KRFS49gKgSBgSsoqqwiFAgggt2FDHnnkr1iWQygUdA+Xve3bx8fnp4vYY77ZXw5RlmX9JSc0rhbbpGkTGjdp7Gquts3atd+yedMmLrvsEjp06OBlR4IUEmlUWyyUVkmlWytFaVkp5eXl/HrUKJoXNKdFixZ8t+k7AMrKyti2dRvDhgyhaZMm5DbM5btNm2ic15hwOITSmlAozHHHHcdhh/VwFwcNsXiczMxM7vjznzl21DH0HzDAXaS9UhqmadK6dStXk9bKC+zXPP3UU1RUVBGPx+nduzeZ6RmMGDmCaDSGYUhmzvyYDh060KFDB6SUZGVlEQwGf/zb4bNPuMpC9biNxmLs3LGNadNmsGjRIoRhcPJJJ9KrV29ysrPYvG0r87/4ih3btmGYJmsKC5k6ZQrSFFhxi8LCQgzDZNHChRiGQZ/efSnIz2fr1m188sknLFi4ENM0GThgAP0HDKCgIJ9QMEAwaLJuw0YWLFjAJ598gmPbDBg4kBHDD6dly1ZYls2ukl0sXLiQdu3b8fXX3zB79mxyc3P57dlnUdCsKWvXb2Dis89i2RajRo1i6JBBpGdkABC3LL77bhN5eY1pkPP910VrqKoqZ8OGDbRv3570tDRs28HwLH57GMRTcBwHpWy2bN3G18uXM23adGzHYdSoUfTu1YsGuQ1wbIfP5s5l6ZIlKKUo3rmTyZM/cEvMKMWmzZuJxWLMmzuXXSUl9Ondi9atW9c5w4QCBrajMQ1BaVk527Zu582332b1qpU0bNiI0047jbZt2tCoUSOk1FRURNixfRtvvvUWq1YXkp/fhBNOOJ42bdvTpHEeWmumfjSNxnlNKChoxosvvMR3mzYx7PDDGX7EEYRCIeZ8Nodp06ZTUFDA8ceNolu3boRCQRpkZ1O0oYit27bSo0cP4paNgdz/rBEfH5//CQ6+QJaQuPZqKvO0Yk+QMQzJsuXLMAyDzl26gpdxZRjSFby09r67rkbPY4HjWEyaNInJH3xAMBAkGo1iGAaxaJyKykreeecdPpoxw9XOgWefcd05d999N3169yKhLffo3o1fde/mHo9yA3Ad28KyLXr0+BXDhw8HrQmYrnXCC5dxrWNobNvBcRxuuulGGuU15rlnJxKNRknPyODy312G0mDbFqtWrWbYsGGcddaZrgWvvlXM5xDjjr9FCxfyyN/+hmVZ9OrVC6UU9z/wIIf16MFtt97C5i3bmDd3LtFolIqKCjZsKCIWj9MgNxs0rFu/DikFRUUbsR2Htm3bEzAMbrr5ZqSUdO/Wlbhl8dJLL/HcxIk88MD9dO3ShYqKGPfcey+FhYX079+PtHAa06dP57333uO+e++mWbN8Zs2axeMTJtCqVSsyMzNp07o1ixcv5rJLP6Vfv76sWLmCvn16s3t3lJtu+iNjTx3LtVdfQzgtjWg0yl133cVDDz1IQX7zvV4JIcC2bR548GF69DiMww47DDxrm3JUncKFm3HsZaxKyTfLlvHnO+6ktLSUESNGIIXg+YkTeS0tjdtvu4WszCw+njmTivJyHMdhzZo1xONxDClRSlGyqwQpJYWFhZSVl9GwUUNatWpTz51zrW2ReJx33nmXxx59jEGDBtG+XXu279jB9ddfz9FHH801V1+NGQgwd94c7r7nHjp26EDbtm0pKyvj97+/gcMPP5zb/3Q7hmHwt0cexjCDNM7Lo23bdmRlZvLkhAl8OHUqjRo1YveuXbRu04avly1j+ocf8qc/387w4UcQjUZ5++23+eabFRxz1DEEA4E6La8+Pj4/dRIxCj/s+T0EFjJPGNMiRdaoP4VdoInF47z88iS6du1KfrNmbvyLANM0EaI6vV5rjW1rNy1eSqRhctTRR9G1a1ekNMCLT7FiNvfdfz+DBg7kmGOPAYQbS6I0KE3nTh0QXoyN6zLRyYwu5f2trLISrRQZ6Rnue7wYlEQMCQK0o5JxPIZh0KpVazIyMgkEg0QjETdrzJA4yq09Fo/HycnJ8eqPueev6nDN+hxatNZUVlXx5JNPEolEeOjBB2jevDkamDF9OhMmPMF770/m5JNP4uabbmR14Rq+/PJLjj7mKH7zm7GAG8e0YOECbr7pJo455hjGjBlDIBhm2dIlFG3YwD333sOA/gOwbJsV33zDFVdeyb//9W/+cucd/OWuu1m7Zg3XXnMVAwcMIjMznQ0bNnL3PffwwIN/5amnJhAKh3EcByklt99+G7m5uRQWruHK//s/PprxEX//59/p0qUjVZEqIrEIn82Zw1FHHsXAgQPd8iz7kEmqvYEejUSYM2cOp546lrxGea5SlPqc1/6cUliW7ZaysG1mfjyL9evW8eKLz9OmTTsQsGbtt1x7zTXMnj2HcePGcdutt/DlgoWsWLmS4cOHc+qpp2KaBgFDsnjJEu666x7GjDmFkSNGEggGqU+RcZQGDVUVlSxcuAgzEOCmm26iQW4OFZUR3vr3v5n0yisc9+tjGdC/P49PmEDvPj35w3XXk5GViXI0kz+YwlNPPkWnzp0457dnY1kWlZURxpx8Mr85/XQMIfnnM88w+f332bhxI89PfJaGjRpTUryDyy+/kgULFjFkyODk3OBa10Ek4vl8C5mPz88LAYnqCjU9gPv3LB+6wrD7cJxaabRWTP5gCpu++47t27dz4ugTsSwLwzA8S5WNGQh4n1BMfOE5OnfsCFqjBXTp1JlOHTu5u/TixpSChx56iNZtWjNixAh3EvSEQu3FceAl0j3/wgt8+skn2I7j1RFzY9Pi8TiOo/jbo4/yzLPPeAG7MrmINWrUiGuvvZa2bdtiBkwcx+HSSy8lO7sB69ato2fPnsyf/wX33nMP4FrTiouLKSoq4h//+EfyeJ94YgItmrf4L198nx+CQLDgq6/YsGEDJ59yCm3atkk+f0cffSQzZ85k0ssvc9ZZZ2FIQTAYxLFt0tPSyczIRkj33oZCYZTSbvJHViaGYRIwA1i2zbx58+nVqycaSa/evXjj9dfJbtCA0vJylixZQkFBASNGHAlaEY/btGjZgoKCAqZNm0ZJyW7QGsuyOHLkSFq2bIEAOnfuyOBBg/jyyy/p3KkTaeEA6eEQl//ud1x88XhWrlpJ//4DEFp4Qen1B5hr7So+ppA8/8KLOI7DOeecA0KiVCLpQNTpfTNMk0AggFKa1asLeec//+Hiiy+mS9fOOLYr5HVo346LL76Yhx56iLPPOoP0jEzS0tJQSpGVmUmjRrloLTBNSTgtHYQgPT2T7Jxsbxv1Hbj7LTMzg5atWvH5/PkUFq7msJ49yUxP44ILLuCoo4+mRfN8vvhyAcU7d3La6afSuHET4vE4ZijA2LFj+PvTf2ftmjVYtk0gEKBJk3xG/fo4cnMagIC27dqBEJz929/SunUrlILszFb07NmT5cuWEY3ECQQCXhB/IpGg7uvl4+PzcyDV83dgD/JPJMuyjnd5xTQLC9fwwsTn6dS5MyeOHk0gEMCyLJYuXcpnc+dy5ZVXpLQr0rRs3jI5ucUiVTiO9gQ77WbHCbcOmsa1SlVUVFRndHlJAYaUhMIhDGlQkJ9Pq1atkllYCcvBjOnTQcCmTZsYPnw4QggCgaAblAvk5uYSDoWTMTSOUnTv1o309AzKy8uRUpLTIJvDevZECkFlVRWzZ88mGokwYEB/TMNECEE4FP7R7oTPASJgxYpviFsW8+bNo2hjUfIeCwGrVhdSWlqa9MwLCYZp1HheE5YQ0zS9YHrXQtu+Q3vGjTuHTz+dzejRJ9GpUycOP/xwOrRvS6vWrfl23Tqqqqqoqqzk9ttvRytFVSRCOBxmQ1ERACu+WYFl22RlZdK9ezd3f4CUBsFgkE6dOpGRnoZG4ShFfkFzhJDui4QwJtDfE6CqNZRXlLN06VI6d+5Mk7w8LMsmYLrTyp7CRfUFEEJgGAblFZVEIhG+WrCA5Vd9TSgYBCGwLYvdpaVkZmRQFbPIDQtMmejO4Qp8jvZyBqoTHlFO4llPCWeoA9M0GTZ0CN9tLOKmm24inJaWjNXr8atuaASfzplNeXk5b7/1Np9//gVSuN04DGkQiUSIRKPE426twEYNG1KQnw+4s0uDnGyklDRu3Ji4pdys7WCABrm5bPzuO3cG1J7il7xQvrvSx+fnyw/LsIRD2joplT0nItuxKSur4LXX32B3aSl33HmnazHwhKtgKMiChQsZc8pJSKN2Rpor7D3++BNsWL+hxj5cK5lJWWkp0z6cxtfLv05+qjoV3mDcuHEMGNCfUaNGcdRRR7nuFeWglOa7777joxkzaN+hA1Y8TocOHTnvvHMB10ImhUAa0tWAkUhDYhoBrr7qarJzcnj44UfYtWsXnTt15PbbbwfgvffeZd68uQSDQS4ZfzEtW7XCcRxMI4DPTwulFMJL4hg2dKhnAXFNqlIKRowYAbgZkdJzkwuhve97bk965VWUgszMLC666GKOOfoY1qxdS1FREe+88w7bt2/n0ssuZcCAgZimSYMGDRg0aBAAVjxOKBRiuCFwHEWzgny2bttCLBbBMFOsXAICAQPLihG3bAIBiZSGF1iPW5Q52ZJM7LUEgxBuBuSSJctYt24djz76CEIaBGXd2aFegUESgp5S4NiKcDiEkJJf9ehB61atsCyLtHAQR7nZi1JKDE85IWHhTgoxuoZ71X1GPYFM6OR51IXW0Kd3T1q3bsWqVSvZuXMnCxcu4r777qV7t27/3955h0dV5f//dc6dkkYSCBA6hNAEpCqigoi6KgpiXXtZdXfV1bXv80V3BRV/u9YVxO5ad+27ulawrNJsCCjSe6+BEFInc+85vz/OvTOTkEhRCeh5PU9IZpi5c+6de899n0/lT3+6Gc9zadykCUccfjidOnUiHo8jZRgNHHXUUTRu3MQPm5BJwQ0oX8hKKQmHQ4RCDrGYycQUftxbsAoMhJn25yzrsrRYDkC0X87Gn+P2lgYqe1F/lmWAVoqP//c/Jk6cyOW//S09e3ZPvF/4E5f5oY5JupxdlAAAIABJREFUzPzdoUNHQjJsgv9laqKA4OsZM2icl0eXbt0S7xV+TEc4GiW7USPArKSDmC4NxGIxXnvtVcKRCJddfjmfTZ/Oq6++RreDDmLIUUchhR9nJpO9NpUysTKRtHQi4RBaKebNncu1f7yeRx55CM/TvPzyK/Q/5FBisRgP/H0cDz80DlfIneoxWRoeISTdu/cgMyODuOty0snGcovWVMWq+Ne//sXGjZs47dRTgnegdE1rTZCRq3VQpV0SDklee/0Niou3cfbZZ9Ola1dc1+WCC87jqMFDmDZ1GieecGLC8nLaqacQCodxXUU8bhJYFi9ezNChQ3EcmXDRJ+p7YUpUJC8V/zU4tat1kXRX1m+90WBqj8VidO2663plqfuutSYcEmSkp5PdqBFtWrdiyNFDaOaXeHFdj3nz5vLE449z8vBhvjVJJ8RLIGSklKa8hBCkpaXhuS6O44AWdc4wQY2zRYuX8PJL/+T8Cy7gsMMOw3EcThkxgrN+fRYXXXgRixYv4eSTT+KVl1+iTeu2nDrydBwpiLsm9m3ULbfSv39/pJS+UJM4NWqYmePu+aEPjuMkjqVSdcSF2vwdi+XARte/ANxdGshC9v2DVlrz37fe5pEJD3PsMcdw+mmnIv3Vulkpm9eZvpB1HwSt4ddnnWVW1F5Q5ylY2UveffddBhxyCFdddVVCbBk3qQnaV4kbAJiVOJSUbOf111/n008nc/LJJ3P8ccfQs/tBrFq5kvvuuZfq6mqOGjyIjPT0xDg8z2P+/AVUuy533HEHq1etpLh4O0IImjZrRnlFFRMnTmTN6tVccMH5hJwQ9953H/996x2GDRuGMTgEPpkf5p+2/AAEIATScZAC+vfrTdt2bZkyeTInDRtGx8JC4vEYH3/8Ee+88za9eh2csOIExY2TixEjJsLhMOFwmJUrlrN58yaaN2tGekYGzz77LIWFnThq8GAEsG1bsbHIKUUkEqFf//58Nn0a70+cxLHHHosQknnzvuPDjyahPEVubjau6+J5Hq6bbMtkznGdYgUjMRbM7vnXggZUUK617sMhYEdJCZ9++ilXXHkF1XGXtN0o0SKlCNZGCEfSulUbBg0axH333kf3bt1olJWF53osWLCAUbfcwtChQwnEobFMCsC4AKU0ojYSDpGWlsYXX35Jp04dadQoh8yMjDotTUEoRF7jRqxevZoHHvg7o0b9H61atqK6OsbWrduMeBKCLl06U9ipEzNnzaZvv/60a9eW7SU7mD59GpMnT6Zr1y44jmPi6TyTqe0E2d6B5U6ZTNOQ4yQKwxoRKXxxLBBS4rquKXFjL22L5WfG7q+2GqDsRTDryzqzLJVSuK7H559/wcCBA7niyitolNXI9AHEFGNMzayUjkysepNWh+TO+7YvE7Tvt3NRWhNyHONmCD45MDUGLWy0pjoeJxQKUVlZyeQpU5j86WRmzJjBaaeO5DeXXorrerRs2YLRY0YzYcLDPPjA3/n2m285ZcRwunbtgtLGnfTKK6/SoX17OrRrR+9eB/PF518QiUa5+aabmD9/Ac8//wK9+/ThhON/hacU06ZP57nnn6NV6xb07t072Xg4Yayws/a+Rmtj5UhLSyPuemRmZvGHq65kwsOPctvo0fTt24cdO0qYO+9bOhYWcu111yBEEFGocaRIEfiG9u1N1u1HH33EmjVr+fOf/0Kvg3vSsmVLHnzwQSZPnowUsGz5CjzX5eijh5DdKJM/XvMHduzYwWOPPc7nn3+BlJIFC+YiHfjzX/5iiseijWU2tUeiX48lHA4jfdeZVgpHCr/QqbE9SQmRiOMLnroRAtZv2MDGDRvo2rXbbokxgEjYMa68UAjlQVZWBiNOGcH69ev543XXM3jwYDzX5fMvvqBjx46ceeYZZGWm4bqAgGgk5Otas49CQqvWrSko6MCbb7zBooULOeecszn2mGON+KzVtNu0TXPJbdyYYScN495772XsnWPp0KED5eXlzJw5k4KOBXTr2plwKMw1V1/DPffcw2233UbnLp3ZtnUbS5Ys4ZhjhjJy5Kn+tWnMYJ7n4UiJp0xR2EgkghMK+VnWpphwyHGI+MffkaYgrhuPm+8sOQ1aLJafBYE1PBBl33/vFnofNk+bPHkyAw873JSU8LOLkiMxAzfNmGHr1m2EQg4V5eWMHz+eoq1bTfwYRoxt2byZzZs3071HD0Ih4ceSQDgcZtiwYZwyYiTSCSXLgwid+Ayl4OSTh3Paaafyu9/+rp7Rmqrrzz77PP/75BOWLV1KTm4uf7z2WgYNOpKMjAyE1kjpUO3GiVVU8NLLr/DCCy+QkZFBz549ufrqP1BQ0JEtRVtIS0sjPT3duCQfeIDi4m1cdunl3HrrrQgpGTd+HG1bt0ZpzY6SHVx/w/WUV5Rz++2jOch3qyZiYuprzG7ZI5RSzJo9m0P69zfuL0cmAq1r43kei5csYXtxMQMOG4AjTdX5rdu28tlnn/H11zNp1rwpRx45kE6dCv2epsbSWlpqAt8LOxbStm3bxMKhOu6yfv06NqzfQNx16de3H+lp6WzavJnvvvuO2bNnU1JSQp++fenevTuFBR2IpqWhlUfJjjK++vJLZnz9NQjB4MGH07VbZ/LzW6A9xaZNW1iydBm9evUir4lpJ6SUYvHiRVRVVfn1woJSMS7Tpk2noGMBHTt0oLyiklmzZtKjew9yc5vUaWmqjMW46YYbyMzKYvRtt5HpF5XdFZWVFZSXlbJg4eJEX1e0Yt2GjSxcuIAvP/uCjKws+vfvT7duXclr0gTPFzLbirexeMki8ps3p0OHDolyMiEpWb1uAyuWLacyFqOwY0c6tG9v9o+aFkCNhxQaR4aoqKxixcqVzPjyaxYuWkjz5s0pKChgwIBDyc9v7mdka9asWcMHH0xi5apVdO7Umd59etOta1eklEQjUT7/8kvS0zI4+OCehByJ6yqKt29nydKldC4spEleHuGwg9aKxUuWm++0Vy9CIcmSpUtZu24DQ4cMQUhR7/lnsVj2f5Tn8u67b3PGGaezc/LirkVZAwqy1DgVaggyUxxR4jiS9evXc/vtd5i2KJ6XcCV6nocTCpnAXycZlyKE4NTTTuPM089AiKQBsLYgO/vscxg+/GQuvujiekarkQImPPwokycbF+Upp44kOysrEZdj3JsyEdeilGLjhvXcd//fKSoq4tZb/o+DDuqBdJL7WVZaykMPTaA6HqNVqzZMmz6Na//4R/r17UPcNbFEynNZuHgx9993H7/93WUMHjQI1/MSblsryH4c9kSQ1UXc8xBKgyMIhxw8z8VTxtIUDoVMGy4hEoWBI2HTUshYowBNwgVq6nIZK5wbj+OETBsfKY0xqLyykpBj6m7FXY+QXzLBFE4WVFfHCIXM/xmRk4wVE36AvsaILyflfAz6tcbjcSLhSKKfo/KzktGyTkFWXlnBmaefwVm/PovLLr10t2MdQ46gOu6ZcYecZJylp8wazbcimjqApuuG63k4TojU9lLBcQ2FQqbumRZoX3Ru3bqVr2fOpLq6ulY9NY3SLlor8ps15/DDjyQaCeNISXXcg0RYhCbVqBgIP9MySfnuxXCidZPxTEs8z0UIaTI8axG0twqHHZSXdFtDMg4OsIVhLZYDmLoFmaSmONuvBNnAFAtZMHHpRIwXfg2k2jEuOw0z8FOmEPSBE4g6byIBSik++/xz2rRuRfv2HfzN1RWHphNCMKOemJTU1wb/73kuxduLyW6UQzgS8UtfmLFWV8dYvHgxjhOioKA9xSU7aNki30zSQXKBL+5KS0vJapRFKFRH5tqPEED4S+eHCrKdEKYfY9DGK0ggSZY20IlYsOR7/Gbaqv44g9pJK8FjHZwyAoKChInn/GzG4IyqY6v+tmqWXaj9uL4xlVdWsnjRQtq1a0dek7xdHZmdqLdB+i4zDJNzhVIKQfLacBxB3PVYt24dL774EmVlZX4AferxNoKrZYs2XHnVlUhBjW3U/ozaTwdzVqLnZGqyhn+d72qeMC8Ve7DPFotlvyYIE/Fc3n3nHV+QwZ7eo/e/LEs/i7LGU6IegbWXE5kGBg06cqeYnp03bzK3dofU8TlOiGZNm9WobxYQiUTo0aNH4saZ3yyN2nFxIHAcSePGjdHYSv0HDFoiUwsD+mFBqbGSOwkvHZwe37NqEjtfD+Z3chsgQSgEMumm/97B1tqG/1ztx/WRkR6lV69eJhZsL6w6tcWYGcvuXM8iEUMpk2oUSGY3t2jRgj/84Q/J666WZc3zXMLhKI6onUkKCRGqg5hT6lz8iEQZj1rj3sU+1PddWiyWA51UXbN31/V+Uods32HCrINQa+G7SX6Cz6l3m2ZyF4mszyDzrS4LHdYIdsDRgF/YPnRlu3HPrzRvAut1g6wbah1rbYRSJBwhEk5JMhDJwUnfdaiU75YVKVb6GhtKnVjtRWixWHbFD58nGijLUtabZflTIzClC1TQ97gBQjYCl1Iq9XmO7QLasj8SDof8RJqke/ZAQGmdKFVR2xJvRFgg3kQty1gNc6TFYrEkCeYKnaw3uDf84ixkQEqcjcVi2TtEshzLAYbWpjZcrWfZ2d1Q+3fwtxVlFovlx6fh0vUOzLncYrH8rLETk8ViaRj2k+bidsVZr8vHFoG1WH4Yu4ytC+ailHmoxnvs/GSxWHaBSC0Cu3fsf1mWFovF0hDYxY/FYvkh7CTK9veyFxaLxbJfYgWZxWJpOPZ9DJkW5mN17UBZi8VisVgslgOdvSuX04A9eKwIs1gsFovFYoF9LMiCdi/mwb78ZIvFYrFYLJb9l30eQ2ZaAfl18kWKHkx087Xh/pZ9gADpgCNlSm9Ie/JZLBaLZS/QAiEclNIoz+++I2q3z/t+9rmFzPNcvyq9RgfN/kSyC7q2pjPLT4zGFAdN9GBMWQxYLBaLxbLnCDxPpbRjY4/vKftUkEkp/XYrJjX0QGm3Yvm5YZrKe55CSInrug09IIvFYrEc4LiuSzgSNsamvVjh71OX5YYNG9hatA1PKZQmaaFAo2s0823AXAPLzx5jQhagFCtXrWLNmjV4qkG6Y1ssFovlgMfol4xomLKyUvNYiD3WZPtUkOXn5zPg0IE4joOi9lhTH1nLmeWnRSBQyuObb7+lX79+9TZ3t1gsFovl+/EtYlrx/nvv+X1+fVG2B3KmAYL6zY1PSlmHeNSJX/b+aPmp0Tq10fyer2YsFovFYkmKLoEQombC4h6wz32Dwg/mD+LIkpi7odbaijHLPkEIAcH5Zs85i8VisewN2k9K1OIH6ZcG6mWp0MgUM1hqU999PiLLLxid+MenVo9pi8VisVh2yY9w32jAXpYaCKxkwjb2tVgsFovFcoCyd+2SUmn45uJ19rS0JgqLxWKxWCwHMnuWrNjwgsxmVFosFovFYvlZUV9wcv2ap2ELfu3kpgx2wIo0i8VisVgsBzqBK3PXnr99L8j8bITE7zr9rtZladm3BP0sLRaLxWLZM7TfArK2dqmtc77/HtMAFrKgEr+txm/Zz7B6zGKxWCx7il89gkTJ+9TOQ9Txd900cAxZShC/SC19Ye+MFovFYrFYDkT2TsM0gJlK1/ED9QfA7ZsxCQFKa5Q2hWv32H0ljNtLWdeX5WeObTNlsVgsKWhSwrD2nn0vyIRff0wo87eoZR3bx2g0CFBKIVBo5eJIscfNppXS5j1aIRpwfyyWnxqNRu3UacNisVh+qaSGYu29KGvgLEt23zAmTM9B142jtPeDVukaI8C0VsYypsxNJh53cUIhPKVx5M6HxvPcOger/KaIoZCDdBz2UMvtvD2lzPiwNz3LfoYAKUxjdoRGo/x2Z7/wRch+sLi0WCwHNg2QZQk7Z1nWfkndk1pZWSnvvfceX389c7c+ynVdNm/eTCwWAwGeZ4ScG4/x6eRP2bRpE1qDlIKS7SW8P3Eis2fNBh0Itprj2L59O1/NmEFVrCphWQPjwlm5ahVvvvkm5WXlidcHLlCR0qcz2K7yGyhWxar4ds4clK/ihICVK1fy+RefU1VVZQPN9yNSv6M9xWRx1rFNf1HwUxIIJtP0ViTPqT38XNfzKC+v4N333mXhooVI6W9A6IRVOFjsiB+pV7vwQwGEFD/5cdptRHJcGo2QoLVCKQ/P86wos1h+kfzw674BLGSBSS/1o1NnWo2o606hYc2atTz73PMsWrhotz5p7tw5/PHaa/nvW2/iuS5KeSjlUVlZyf333c/7Eyf5z2lmz/6Gxx9/gtLyijpW+xpPeXz8yaeMvXMsy5YuBZTpxSkEYUfyxptv8t5771NRWZncUykoKyvjd1dcwe+uuILfX3klv7/iCn77u9/x28sv57bbRvPF519w19ixzJjxFa7nEauu5sFx43juuecpLS1DKzu57w8orYnH42i9dxYhR4JSHhrli3FDOCTxvJ/OEiqkwAlJpCP92Eidosf2zPUYcmDZ8mU8/MgjiYWVDIRSoM3QxD2Pqlj1jyKgXM/DCZkaPvuLFa6qsoqQI9Bocz4ozywthcRxJDslKVkslp8/QTjWDxBmDeSyTF2i1561BQhNWVkpRUVb2LzF/Gwp2sLSpcsoKyujRYsWFBUVsWXLlp1+Nm7cSGVlBQgoKCikR4+DGD9+Av988SUqKiqprKoEBCcPH85rr73G/PkLKdm+lemfTUdKSZ9evaioKCcej9cYkyMlQwYPIr9FCx56aAKe6yWsHus2bmTS++9z+MCBNGncuMbeOI5DeXkF8+fORSuF4zisWrmSVatWkpmVRZ++vcnPz+fue+6lorKcBQsWMHvWLDp17kTTvCb7j1XgF45SHuMfGs/5F1yItwciWSmF67osXLSE++5/gGuvvY7Ro0cTj1fjenG2bt1KeXlZwnr14/5oPNdly+YtxGIxlKfQGsrLK/j7gw/yyquvo/ZADColWLt2LelpUXJzs31xWus1WhMJOZx77rm89trru71tMBbsoqLNfPjhh1xzzTVcddVVzJz5NRWV1WzfXsKmzZupisUSlql9iadMbGhp6Q7CYYeqag+twZGSV157nRdfeol4dYywI60L12L5xbN3SYoNUPZi1wPVWvO/T/7Hs88+j+M4CCHQWlFWVs62bdt4aMIE0qLROrMZPaU4++xfc9aZZ5CVlckVV1xJWloGj0x4mNycHNasWcOK5cspKy9na1ERjz36KNJxWLBgAZFIhDvHjkUKwbnnnkvv3r3RWlNaVkpVZRWe0gw9ZijPPP0MkydPpVfvXiileOLxxwmHw7Rv357NmzcjHYfGubmEwmHS09O46aabuH3MGEbfdhvZuTn8/YEHKC4u5uYbr0c6DhdedCF/+9vdLFqwkEkffEBWVhZnnnEGQvywAEHLj4dWmm1bt7Fp0yaEoN5M2uBGLKVAaSNQyivKuPrqq8nJzaVzp05kZWYSiURYvmIFo8fczojhwznjjNN960rt7YFAIGTgRgcp5U6FbE1SirGIBVRXu6xbt4Yxo+9g1C2j6NatK1ppirYW8cwzz9Cnd2+OHjKE5s2b794x0JonHnucXx1/LPn5LX3XZM3j4EgH13VZs2YNZaU7kmMTxpqWqlOkAE8l90NKyVczZnLPPfcw4NBDcUIhhHRAa5YtXcqEhx9h7Ng7adEi31jRBbtVIse4F2t+NxrjZgzGpLVGCpmop+15CpkSRxpyJOs3bOT222/nyiuvpGePHggpibseD094mNzcHPr07Uv3bgf5zUbsdWuxWPaMfS/IElmWtd2W/n9j5rPuPXrym0suQUqBlJIdpWW89dZb5ObmcsH559c95/lPdu3SBe3HqOXl5XHF739H586d6de3N9FIhNzsLDwEAwYM4NtvvmHmrFmcf8H5pEXTcEIhlOeRk5ONEILyinJefvkVpk+fjud5VFRUUFVVxYPjxpGbkwPA8hUrkFLy1FNPIR2HzMxMrrvuWrp27QoYKxlCsHz5cpq3aEFZWTlaw6YtRdx9993EqmK48Tjjxz/Eps2bqKqK8eCD42jatCnXXH01jWtZ3SwNhBB4rovjSFI9fYkyKRpczyUSCeF5CkdKPK3YtHEzZeXlnHPOOZxzzjmAEWpbNm9h0YIFnHjiCcTdaqSMmMUH2ggNIXBdF0c6hKTA9RQhRyLQeJ6J0xJS+m5383mpAiUcdijeXsyChfN9d6u5ZnJycrjrrjvJycklL6/JLrsUBP+/ZMkSSnbsoEf3njiOg1IaKUHUkVkkpURKieMYYep5LkKYhBnj3hN4aISUifWZEFC8rYjKykpGjRpFJBolEg7jOA4bNm5ixYrleJ6LUi5CShzh+POJqF+YCSO8EBI3HicSjeC6Hkp7RMMh8GNBhR9jGnYctNLIWi5HpTXlZWV88803VFdXI6Q0r5GCUaNuwVNx2rVth6cUUji2A5zF8otm7y7+hi0MW0cjdO0/6NKpE50KCxGY1erqNWt48V//4txzz+H4E44nFHJ22pzAlKsQSIQUhKQg7npkZmVy+ukjqY65COkwbfoOTv7VseTmNuHpp59m8ZIl/PrMs2jaNI9XXn6Z9Ma5FBQUIIQgEo7Q8+CepKenJwLy465LZkYGTz75JAMGDODY445DSkncdQFIj0bJa9IEKQSu6yGERnket/75z1RWVCCk5MgjjyQSiZCdnUM8rZqc3Fy+/fZbmjTJo1WrVnUeIkvDIgisLGbZUF1djVIukydP5euvvyY9M4NfHXccXbt2JRRyKC7exsJFS1i5ahUAJTt2sHDxYrRyicfjLFi4ENdzWbtmDXPnzqOgfVsaN2lC3I0Ti8V544032bKliGbNmjFwwAAKO3Y0taCFZO26dcRiMVq1asUHkyYxd/48evfuw0knHkc4HEYpxbdz5rBkyWIyMtJZtHgJylM0adKYtm3b0Dy/JWlpUd8KWz9am3IujoRRt4yia9euHH744SjlWwm1qHfucV0PtCbueijPY0dpKW+//Q7Lli2jU6dOjBgxguxGjYhEHL6ZM5cdO0pZtXotSikWL14MKMKRKALN8uXLCYccFi9ZQtHWIjoVFpKdk510ueqaVkspBfG4yYqOxaqZ9MEkli5bRqPMLAYNHkT37l2Jex5aK7Zu3UrRliLatm3HrNlzmDL5U3oefDBHDRpMXl4eoZBg1uw5LF68hKqqKhYuWkgkHCY7N5d27dqQnZNNbnY2aWlRQNg6hBaLZa9oOEFWo4haTdkh/LzEYGLTKBYsWEBVLEav3r2NFaGOOB4tQPo3GK00r7/xb2JVVYAgPT2D008byZYtm3nyicfpWNCBAYfmGVeKEEhHgoB33nufNm1aM/KUEQA4YYcjBg7k8MMOM24O323keS6PP/YYgwYdwfCTh5s9SJjtkhlnwncveZ7HrbfeSk5ODi+99BICY6m4844xaCBWVcV1193AEUceyfnnneu7UjRC7Cw8LQ2P1poVK1dw7733sWb1atq1a4eQkvfefY+hxxzDTddfy9x5C3jyySeJx+NUx2J8/PHHfPXVV+TlNUYIWLtuHeFwmE8+/ZTZs2dx5ZVXcNhhA/jvW2/x6COP0qZNW3Jycpk9azb333c/v738Mi677DLS0tIZM2YMFeXluK5LTm4ujuPw0Ycf8c8XnmPMmNG0aNmCRx97jOLiYiorK3nllZeJhCOMGDGckaeeylVXXsnQoUP521//aiy49e8pAs3SZSsp3VHKMUOPIRwOI4RMuWrrFiDScYhVu0gBEydN5MFx4ykoKCAUcli0aBFPPfUUf7z2Wk4ZPpznnn2O1atWUbJjB1orHn7kYYQUtG3bhjWr11BSsoPtJTt45pmnycpqxFVXXkmfPr19l+7OeJ6HkJpPPpnM/fc/QEZ6Oi1btaS0tIx/PP00vz77LK74/W/JysripRdfYvr0zwiFQmRkZBEOh5k+/TMeefgR/vLnWxk8eBDPPP0MGzdtwnEc3nn7HT6YOImhxxzDZZdewujbRtO5cyfGjR9PesTB837YuWWxWA5Efnhh2H0vyHTgqqzd46l+W5DnaV595RW6detGy5YtEq+uc3Wf2KxmyZIlVFZWsWjhQjZu3MiZZ54BCBwnhJQSIQQ7duxAA+kZGQTB+1I6vktKg9IIRxihJ0D52y8prcD1PKLRNFzPxMg4jtmmQKC0SpTZQEMoHObgnj1p0iSXDyZNpGjrNlM2QJij4SlFZVUFWY0yCEcctDbFZq2JbD9Ea8rLyxn34DjWr1/PrX++ha5du6KU5u133uW1V1/l0P79OHTAYYwdewfz5y/kzjvvZNiwEznllOFIxwGlmTlrJn/9698YOXIEJ504jLwmTdiwYSPPPP0MQ4YczUUXXUReXhO2by/hgQce5P2Jkzh0wAAGHDoAgBUrVnDpZZcyYsQI0qIRpk6dzm2jR/Pmm29x0003MmrUrSxauJAxY0ZzxRW/o1NhJ7Ib5SSymB0pCIVCuwxA12gmTpxIeUUF519wXiK2Ue5i7jHlKiTbiop49rnnOfLII7n8ssvIyWnE5s1beOKpf/Dyiy/StUtnrr/uOmLVMd57/31eeP55xowZjRNyCDkO8bjL9OnTeOGFf3HjDTfSokUL39UaLMB2HoiUklWr1vLQQxPoWFDANX+8hvz85pSXV/Df//6XV199lZ49ejJs2Am4rmLDhg2MHHkq5513HuFwmHnzF3Dbn//CW2+/w8CBh/OnP93MipUrueGGG7nk4ovp0bMH2dnZIMzCKRyO4EiZKIcB9ccZWiyWnyHfU8prd2kAC5mo9QP1qY6geOvUadOYP38+kWiUM8/8Na7r+lYtB+V5Nd791JNP0qlzIQA333QzWiueeuopXnjhBTzPJe56CCFYv34D20tKWLlqFdFolG1FW4mmpZGZmZlwTQohePOtt5g1c5b5TClQShNyHEpKSxFC8NprrzN58hTwbz5GkEFmVhbnnX8ebVq3NlYypRh7111kZmYyb948Cjt1Yv68+Tzlt+MFAAAU1ElEQVTyyKMgIBarZNGihfzrn6V8MGkSSplaZXfefictWrT46b4Oyx6j0Xzz7TfMmz+fk086iaMGH4V0TED4heedw3fffsOECQ/z5pu/onFuDsXFJbiuS7NmzWjXrl1iOytXrQSgaV5T2rRthyMFwpHccedY2rZtQ5MmeUQjYXJychj1f3/itNPPZPPmLYn3t2jZkhNPOJ7WrVuhleL444/nnnvvZf369TiOQ7t27SguLkYIScsWLWnXri1oQVWsGsdxdkvrV7subjzO+vXrOWzgQBo3boIUco+yCGfOnEnxtm2cdebpdChoR3UsTucujRl75+0ceuhhfPXVDC679FJAk5ubSzQaoWPHgkSwvdaanJxchBC0atWCpnnNfcsz1Df5CSlo1rwpf/nzrbRr356W+c2pdl2ys7O56qoreO7Z5ygrLU283gmFGDZsGK1bt0IpxdCjjyISjbJlyxYQglatW1NRWYkAmuXn06Z1G0JhY1n0PA8dJFWI719cWiwWS300YJbl909cwYS/fv0Gnn36aVq0bMmQIUNIi0bxPI+FixYxZ84czjzzDBzpJCL8mzdv5mdgCcLhIBtN4jghhJCkR6NkZ2fz6GOPMWHCBLZt20Z6ejq///3vUVpTVVnJySeflEgYiFVVsXbtar/WknGVag0L5i8EAbNnz+agbt3QmEldYCqZ5+XlEa+Oo5UpBut6HmVlpcSqqnBdF608quPVVFSWozCfq4F169aRm5trXEK2Pc1+iRCSxUuWUFlRwYIFCxh71//zrSMCz/NYsXIVJSUlfnYwNQoIBw9M6Qbzd2AJ9ZQiHI7Qrm1bFi1cyJSpU9m0aROVlTFc10UIQXUshhACpRQdCwvJzMwmHjexUNFolFhVFaFQyFhsU7Ixk8YaYQLS6+hEURdpkTDTvp7JjK+/5uEJD5l9kH5YwW6IMq01H3z4IXHX5Zlnn6d1m9aEpCRWHSccDpOelmYsz1ohMOEDIGpkk5qOGsljJaRjjtz3fLxWmkg4SvsO7Vm8aDHPPPMMK1espLy8nGg0SjgSIe4mS9sUduxI00SCg0mOyMjIID0tjcqqKqLRCJ6/SJIEYwumnaBKf8oArHHMYrHsIQ0nyITi+2Ytz3WpqKzkjf+8wYqVK7njjjsYevTRZsKWgjfeeIMVK1ZwzTXXmHT1oAJ5cpYktXG51may71BQwE033kh1PM5n06fz7//8hyuvvIIunTsjpcTzPBo3aeK7RDWnn34qJ510AsovCKqUZvOmIn7zm0tp3bo1sViM4447jpOHn+zH4ohEXFpGRkbChek4DmPvvJNG2dmMGzee7SXF9O7dk4cfGQ9CMPnTydx++x1kZ+cwZvQY8lvk43mKaCT6U34Zlr1Aa0VlZQVKa1q2akl6ehokxAQMPeaYhOAxp6Ug5DhGXJiEP3PjB5MN7HumpRBs2bKZsXfdxfLlyzl26FAO7tWLaDhCWXkF8+bOrSGkHJPiSMhxEMK4uUPhcMJ9DiSq6Stlzl3hy0C1m4FOSivmzZ1L61ataNGipRFie1isuHTHDrIyM8nNzSUSjhhrMkYMnXveuRR0KDA9YP0xK6XwPJPBaY6h8C9rSXXcSxzn78PzFBUVZTz44Himf/YZxx17LL169SItPY1wJMp3332H8OcNIYzrNlmCQ6C1uWY9z8MJYlaDTht1fJ6pyeYvoISiobvSWSyW/YFUo8qu3ZkNUPYCEkIpSFWvY4xSSj777HPeeustRp5yCkOOGmxuRiLYLeG7CGpvv+YTSinicc9kQXoejbIy6dOnDyUlJfz79ddp3aoVZ5xxOuFwJJEsIKTwjXiaaDRKNBo2CQPaZI69+M+XCIVCnHfeucz4eib/+c9/6NWnN/369jZ9MZVpp+LvJGDaOEX9shpCCFauWMEDf3+A66+7DikdXv/3v+nRowfK0/zj6ae5fcxov0emndj3PwSdO3UhHA7Tpk1bLrnk4kTWb6yqmg8//pjt27fXfIdf3iGIKTTPiRrucZTH2rVr+W7OHMaOvYvDDhuAlA5Kw+LFS3jllVeMq9HvnWpqe/lJLEEtrYRgE36drWTAviNlos/q7rocq2JxXnn5ZS67/HIyMzP3KD5KCkE4FOKoo47ixRdf5KSTh3FIv76mPptSCDSPP/EU4XDItBhLDEnU+gxBOBQ2Vu+Q7y4VdfbzSCIEO3aU8OEHH3DrraMYOvQYQpEoaZEQsbjL+HHjfOtbYK2kRrHZwNLtF51DaY3jSEKOg+OYbO6Qf2xNsmnt+oq27oXF8ssmmA9qG4jqnxca7m6fiP8QO7keNJopU6dyz913U1hYyGWX/YZwOISQ/uSXWlx2F26LeHW16QkJVJRXoIEdpTu4/4EH+HrmTK6/4Xqi0bRk3aSQY8SeSBax1FqAgoqqKt56621ef/3f9D/kEM468wwuv+xSpONw99/uZtbMb6iujiXdGH5rlU1bNiOE4LHHH+eG669n2tSpbN68iWVLl6GUZsqUKcz7bi5HH300J5xwAh9//DFTpk2z1b73Q4ICp4f070v79u346KOP2F5S7FuiNN988w0vv/QSX331ZfCGOlYN5twIOSEikQhbtmyhsrICT2uKt28nmpZOo6wsIhFTvmLj+vXcdOONeJ7fK5EgqcWvyC9FwupmxmE+z/NM/FU8Hqe8vIzqmHF96lrCp775QWvNvLnzyMzMpEP7dkmBsptojPAafNRRlJWXsXTpEtNSSUoqK2O8+d+3efFfL1JeVkbYMQVgvaCIbIoYA0E4HKa8rIyy0jIqKyvBjy2r7xrxlKKiKo7SmqysLNLS0gg7gqKt27jwggsBEm2OAoGLb4WTtZKFgrE40ojhrVu3UV0dS3TzSB1D8KeVYhaLxbD7s8F+l2WplEIpzWuvvU6nTp244cbradKkibm54Ls5tcb1PKrjcRN3E3IISiJpz7gVhBQoN87rr/+byVOmAjB+/EP85pJLWLZiORs3bOCaa67hkEMOMRathMvTHyYaN+4SCjnEqqv5bu4cpk2dyvsTJzJo0JHcdPMNKK0pLCxkzOjbGDf+Ie644w5OO+M0jhl6NK1bt8Z1XeJxlycee5T09DRKd+ygQ4f2xGJVZGV15K677mTlqlX84+mnKSjsxMiRI0HDJ5/8j0cefoRmzZrSpXNXkvZAS0PiOA4RP4Yxt3FjLr7oQiY8/DC3jLqFI448gsqKSqZMmUJWViNG/d//JRI8AkuWRiGkTlhm2rZtS1ZWBh98OImtW7dy7bXX0KZVG0IyxLPPvcARS5aybes2pk2bRqfCQmbNnu1X4jdV5INYMSmNEFBa40jHb4JuPjMzI5OcnMY8+Pfx9OrVi+EjhtOpk0l6kf62Qo6D6waN0xMBb3iey7333EOHggL69O2bEIC7gxuPo5SHdAStWuVz3vnn8eSTT/Ldd9/RoX0H1q5dwyefTGHEiBEMHHg4ppyYQAZ1vERgJTPba9w4h6rKSsaPn0CXLl24+uo/QGLhtHNh22gkRHo0Sn5+Ps+/8C+KiraxrbiY6dOn07ZtW5YvW4Ybd1EKXE8RjytCTsj05sS4eD2tTGybX5w6LS2Nli1bMuGhCXz5xRcMOfpojjjiCJSnQQlcVxEKpXYv0PUXrLVYLD8fAgu5DnpZBou0pMei5u+6ccaMGTPmJxlgHaxevZrWrdsa903tTEuRYs7T0LlzZ4YcPYScnByeeOIpJk6axJQpU5gyeTJTpkzhqxkzWL9+PevWrWXKlCl8OnkykydPYcqUqWjl0bZdO2bMmMG4ceM55ZRTuPQ3l/Dv1//NtOnT2b59O7k5OYRCDkuWLmPevHnM+e475sz5ju/mzOHzL75AYBIEPvrfJzz/3HP885/Ps2zZUs4551wuuuhimublJbK88po25ZBD+lG0pYhXX32FL7/8krXr1tGxoIDs7EYc1L07w0eM4KRhJ3LogAEsW7YUz/Xo1bs39957L8XbihkzZgxtWrcmGo3Sq3dv3n//fWbNnMnBvXrTODfHPzJ2cv8x0VqzYePGRCFesYs6DlJKCjp2pGePnkgp6VDQnt69e1OyvYQFCxZSWVnJMccew7nnnU/79u1NsgmglEtmZiZ9+/ZNZMwKIUhLS6NL1660aN6cRtk5dO/Rg9zGTehYWEhRURFzvv2WSCTC8OHDufDCCwiHI/Tt249mzZohHYcuXbrQoUMHotGwvz9GOPTp04fCjoVIKWnUKIsunbuQnZ1Nbm42Xbt1NUkjCPr170vHgo4EQfTBuMwfsHjJEp5//gVGDB9O/0P672Q5qvsYCRwJCMkhh/Q3cWcCunfrRocOHVi2bBmrV62mSV4e5597PiNHjiQ3NzdRhiYUkuTn59OvX98aIisrK5OOhZ3IzMykefOmHHRQNxDSF5/UsJiZun/m+YN7HUxpaakRs0Jw/AnHc/avzyQ7O5tevfuQ3zwfKR3atG3LQQd1IxqNJlyYUjj07NGTbt264jgO6enpHNT9IHJyc8nOzqF9u3Y0z2+OdBwO7nUwnTt3Qu4kWu01a7H87Am8YlqzdMkSunU7iJ2v/V3PBULvQ7/Y1KlTGXDoQKQj0bW9pSJ1YjV/SiFYvXYtf/jDNVRWVibcNcHrhJSJ7DMwu+spxcUXXcTFF1/MqFtuQQA333wzzZvnsWbNOp76xz9MGyTXM6UsEr0ydWJSdz2Pm//0J0488UT++v/+H1OnTubYY4/l0t9cQn5+C98SERxcx4/1Mg2P5837jnvuvoeNmzZx77330L9fP78vnoNGUFpWwt8feIDysnLyW7bg008+4eabb+boo48mHjelNVzXZeas2dw+ZjQ33vgnTjj+WOKu2q0bomX3UUoxa/ZsDunf37j7/MbQu1u1QCk3EYwf9K4MujO4nmcSMgTEquOgFJFIGCckE+exUtq44tHE4yrxfs/zjLvSTyKRAiorq0hPi+B6imgkhEKaFj+OTLjIjRgRiVi1VGGQyFb0XZpSStNCSCk//k0k4tIAXM/jjjvv5L1332b69OmmU4W3OwfGxHdJQSJezfThdH2XqtlfBMSrPZyQY1oN+UN1/dZUwRNBUkJZeSXRsElcENJha9Em1q/fRLXrJuO9UqioKGfo0UdRURUjEgnjxl3fShkkDrg4MpTYX0cKqqurCYUjJk5V1H0shdDE4y6RcAhXKTSCSNjUSjOGveAaDUzt9pq1WH72+C0htVK8/957nHrqqXu5mX0uyAYgHQctRHKyqhEQazKcUqfXoGxE6g3GBCirnW48ibgaISgtL6VoS5GxAoggSBeqYtVUVlTguvFE8ValSAgyIQQ5OTlkZKRTvH07cTdO07wmiRgapbRfkN+38AkTrxaE8VZVVbFu/VpatWpJZmZmjUnZ9ar54suv0Mqj98EHs37jRtN7k5qB0q7rsnHjRvLzWxAKRVJqHFl+LH6oIEvEH/nWXdPfEfDdh4FISJ6j2g/k9xKLACkcP9ZKJ85PIQSem4wV09rUvlNKJYRfcD4IKfxipP45WIf7LoFIJhWYlkg64aKD5LUD4CmPb76ZTUVFBYMHDyLRJsnfUH3ThvYzEQOLlzkuJghea5XogakDCz9GdCUFDwnhF+xbcrvJYzRx4iReffW1xDGqvcfxeJznn382UVJESonnK0TtfzeJ5J2U7yj4XrR5MmVcyU8ICjorpRPH3FTeEYmOHYlxK3vNWiy/DMyi9/333uXUU0fu1RYaNsuynjtf7SlMSkmkjrpJu6qllJ3ViEaZjcw2/clSAGnRCGnRSI3XalV35lnj3MZmnCnNhmUN19bOgdFp6WkUFhYmtpt6fwyFQhxx+ECzHSHIyjau09qCMxKJ0L59O7RKupMs+xsp9b2Ev5AQJv5QppwQqdmCWplIKd9IVMMaDCTURVCDK3h/agZlXZ5VU61h1zFeQfNyE6flb7+O1zlS0r9fP3+7ZmA1Fg31nJOm5EbNVkxKB2JP+sdI+OGaOjkdJEPX6tyHIJlCK9OGbMBhAzjooO51CiazHUUQq58aZyYSB6vmPuy0qEt9XY2BkBRdiKSbO/VYWg1msfwCSQnB2ksatrl4jVn4x996XUKmXnGTEoe724jkClsEZorExurfoSCDU/ubCDLLao5TA9KKsf0e813vWXyfqPW7nlfVOKfq30yN02532Z1Lzj+9TdKLxHGksTjtFbWuCaPI6n9pMMxarwmEXU6jHHKzcxPJOLWvH+X3nE2IK36kKSbVHGeFl8Vi+RFpuCzLGtlH3zc77z21Y2hqP1djWN/rqhK7Nbzdcinq5M078ep6tm212IGDJuX8+YFfXKql9nvPKU3C2rVHkQe1A/jrxD/nRdLd6roq8feesLsV/esdSYrrF0i4G3XK8da1xiRS5pQf29Vvy9FYLJadEPr7F9C7QQP3sgwe74MJLiVWZO/4sSb1ZKzMLrHz/oHDj/ld7cm29E8pEGouRMRuLkx2YjdzAer9rzr2b6en6nj/TxZzaa9Li8WyE7rWD+ypbmhglyXY2c1i2Z+xfjmLxWLZFzRATrYyPyKlx5OwosxisVgsFsvPgb0L8G/YLMtEg/EUQWa1mcVisVgsll8Y+4nLMrXGkcVisVgsFssvi4YXZLp2gD9YM5nlpyZosZNaDHXPisJaLBaLxeJTZ5/uPWM/6OthLWOWhqNGIU8rxiwWi8WyV/xwLbPvBVnqTc+6KS0NRRDLWKNtl8VisVgsDcM+F2Qq0QA5MO2luiztzdGyDwhEmNB4nmuafdtMX4vFYrH8ELT2+woH9RNr1yX7fvZpDJkQAuVppNSI1A68qZYKazWz/ORoNKbZdbLtjhVkFovFYtl7gthkE5+8G73harHvBZlWRjkKv7Fw7X4zIrVZnMXy4xNUeTcNuwVKezjCsaedxWKxWPYapRWOlNStYnatbfapIGvUqBH/+9/H5sFP1dbEYtkdhMmorKioYNOGjQixH+S3WCwWi+WAxXEcunTt7MubujTO9+seoW2nXIvFYrFYLJYfmT3z+FmzgMVisVgsFsuPzp55Aq0gs1gsFovFYmlgrCCzWCwWi8ViaWCsILNYLBaLxWJpYKwgs1gsFovFYmlgrCCzWCwWi8ViaWCsILNYLBaLxWJpYKwgs1gsFovFYmlg/j9C38+aaP0ypQAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "cae93ef6-582b-4bcb-b746-91ecd2d2a4d2",
   "metadata": {},
   "source": [
    "### 关联形式（Join Types）\n",
    "![image.png](attachment:a835656e-bafa-4c13-805c-ad5e2886fcff.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94f1944c-4014-4709-a2ea-1b88eef965f2",
   "metadata": {},
   "source": [
    "内”、“外”、“左”、“右”这些说法的含义和mysql的类似，这里不再阐述，主要介绍左半 / 逆关联（Left Semi Join / Left Anti Join）\n",
    "\n",
    "#### 左半关联 left_semi\n",
    "左半关联是内关联的一个子集；其次，它只保留左表 salaries 中的数据。这两个特点叠加在一起，很好地诠释了“左、半”这两个字。\n",
    "#### 左逆关联 left_anti\n",
    "左逆关联同样只保留左表的数据，它的关键字有“leftanti”和“left_anti”。但与左半关联不同的是，它保留的，是那些不满足关联条件的数据记录"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "7c5c2363-f2ba-453b-997b-6f45572aab0f",
   "metadata": {},
   "source": [
    "### 关联机制（Join Mechanisms） \n",
    "\n",
    "根据业务逻辑选用适用的关联形式后，还需要选择关联的实现机制，不同的关联机制影响着我们程序的运算性能，比如同样是内关联，不同的 Join 实现机制在执行效率方面差异巨大。因此，掌握不同关联机制的实现原理与特性，有利于提高程序运行的性能\n",
    "\n",
    "Join 有 3 种实现机制，分别是 NLJ（Nested Loop Join）、SMJ（Sort Merge Join）和 HJ（Hash Join）\n",
    "\n",
    "![image.png](attachment:d396e441-e3c8-48cf-893d-5e0ca62d7a8b.png)\n",
    "\n",
    "详细的算法原理可以查询相关文档，我们主要关心这三种实现机制的适用场景\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9d1423d-97ba-42bb-afa2-3af4d004a36c",
   "metadata": {},
   "source": [
    "三者之中，Hash Join 的执行效率最高，这主要得益于哈希表 O(1) 的查找效率。不过，在 Probe 阶段享受哈希表的“性能红利”之前，Build 阶段得先在内存中构建出哈希表才行。因此，Hash Join 这种算法对于内存的要求比较高，适用于内存能够容纳基表数据的计算场景。\n",
    "\n",
    "Sort Merge Join 就没有内存方面的限制。不论是排序、还是合并，SMJ 都可以利用磁盘来完成计算。所以，在稳定性这方面，SMJ 更胜一筹。而且与 Hash Join 相比，SMJ 的执行效率也没有差太多，前者是 O(M)，后者是 O(M + N)，可以说是不分伯仲。当然，O(M + N) 的复杂度得益于 SMJ 的排序阶段。因此，如果准备参与 Join 的两张表是有序表，那么这个时候采用 SMJ 算法来实现关联简直是再好不过了。\n",
    "\n",
    "与前两者相比，Nested Loop Join 看上去有些多余，嵌套的双层 for 循环带来的计算复杂度最高：O(M * N)。不过，尺有所短寸有所长，执行高效的 HJ 和 SMJ 只能用于等值关联，也就是说关联条件必须是等式，像 salaries(“id”) < employees(“id”) 这样的关联条件，HJ 和 SMJ 是无能为力的。相反，NLJ 既可以处理等值关联（Equi Join），也可以应付不等值关联（Non Equi Join），可以说是数据关联在实现机制上的最后一道防线"
   ]
  },
  {
   "attachments": {
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     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "72d7518b-10c9-485a-9646-a16ac219f246",
   "metadata": {},
   "source": [
    "### 分布式环境下的 Join 实现策略\n",
    "\n",
    "在分布式环境中，两张表的数据各自散落在不同的计算节点与 Executors 进程。因此，要想完成数据关联，Spark SQL 就必须先要把 Join Keys 相同的数据，分发到同一个 Executors 中去才行，Spark SQL 才能利用刚刚说的 HJ、SMJ、以及 NLJ，以 Executors（进程）为粒度并行地完成数据关联\n",
    "\n",
    "Spark 支持两类数据分发模式。一类是Shuffle 模式，通过中间文件来完成 Map 阶段与 Reduce 阶段的数据交换，因此它会引入大量的磁盘与网络开销。另一类是通过广播变量（Broadcast Variables），广播变量在 Driver 端创建，由 Driver 分发到各个 Executors 的内存中。因此，从数据分发模式的角度出发，数据关联的实现方式又可以分为 Shuffle Join 和 Broadcast Join 这两大类。将两种分发模式与 Join 本身的 3 种实现机制相结合，就会衍生出分布式环境下的 6 种 Join 策略，spark 支持其中五种join实现策略，在没有开发者干预的情况下，Spark SQL 默认采用 Shuffle Join 来完成分布式环境下的数据关联\n",
    "\n",
    "![image.png](attachment:bb34f1de-2d53-450f-a603-18d1f070e3ee.png)\n",
    "\n",
    "不论是等值关联、还是不等值关联，只要 Broadcast Join 的前提条件：被广播数据表的全量数据能够完全放入 Driver 的内存、以及各个 Executors 的内存，Spark SQL 一定会优先选择 Broadcast Join 相关的策略"
   ]
  },
  {
   "attachments": {
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+duj29E4kyRghpRq45rR9Gd4niVVC3mom/vZlJv1xDj2Npj8B40/bh5/c/xIrTQWB9lm5SEj7SYJEbls3WYxPKTwpGlfRKkF3gxZIGMNnR1dx1fG78uy0RVz1yrtMPP0ohozszfW/n8aaNXk0XsEx0juVYtdBfZkyZyFLl2WZ8Ofp/PzU3XhnziyWz1lNz2SWY8b15/k3F7pclZ/ypfsuuVSngAQ+A3r14qSDR/Ho8x9BVSUH7zaQJQ0tHH/U7vx3+kJWZQSsoNAEmRY8qzC+kLYJ6j+GRUsbkaCKxR8Lvft4vLfMxyhoCXy85gSeMkgAxdRqW+h+SjqZixkJQEWp77rhyIzRrWCVwYiHsQF9VcDw/mlqazRDBlWhsi3sOKwPT71nyKzOkJYkSgeMa7H0qBLWej4JMaxuaKbF78klJx+MZwwJY7jrwgNZls1Sby0XfH0fEsYwZfoaBtg8eZPgsl+/xRd2HMBx+w3msodeZkGjz2dG92BwrxTb11SR8Hx22r6OXCrJio+bWLC4HhI6HhExtgh0Oz3cGla5dBBRYs4oKLw0hUSXRpDHJj12G96Tbx40gDGDe/PrZ2cytHctOw8azI9+OZlTv7ADv7hgH158eT5Pvr6SlU2QD6DeZDj16N0YOKKO3/5rJq/PbeTpN9ZyxuFDeHfeMvYb1Yd8DlY2ZhHpkmbDVkWXbYEK0pz52QEkelhen7OMY/caSE2N4Qf3v80fLjqC+/89hymLmklZRc4qKhJJLCmU9dF+wBf36cXY0bsBws5De5BIe3zv+FFkNNT4Qv9qTcKA3Qp7TVWrz86RSmn6+xgxtiCKu4jguINGMmSQR3WFoabSo7lFc+bwQbwy8zVW5KoIjMHqJgItKA2rtc/2upmxw/sxfWkWz+axkqN3ooVR/XsxdeFqVq/NIOIyZffroxk7sjdvf7CGNSvWsrxhLVkRFq1oJmtSHLvnUHYekGLOqmY+WpZjrx0HMqhOsbKpN5NnvE1eoBMRrDFibDBKe1WrKNJQDRc8TOF3BYVz9CK2royEVHDTqWPZZbsKps9r5KxJb1K/Ns+huxi+e9ye3PSHd7nysfkcvGs9Zx01hhMPGMMdj8/mianLCWwFL723iq8fNIiX35jBojVwx9+n0WtgBRVJ+MKBA1iwuJ5mCyJSPHroU4ouaTgZDSceOIjDDxxMhQ04YHh/jj14O27829usDgwtgbDPiD5U9cpTIYasHzBt9jKWSQoRRUpBcz0sXt6Ib5MM7JFhRN8Ei5Zl0cBi8uw7BgIsGlMSnLo1ECW47GxWlhgxNhHiUl5YCcBY7v7ra3xp3Bg+XL2S+YsaOf7QsVQnM4weVUuNTaI9wy59EqzyXcBoVvXinXlrqVNNpFIabICu8/CSHu/Nnk9WaaxY/MBjbSbNkhU5fAtg3AGtqhjnJ0bx0FsLefL1RVxy+GgmPDGVr+03nD126k8ggo/FiP7UK+YYWw+lE4tyS3PRvDraaddVYdHcPfkdkmsC+tZWc+B2SZI6ibU5Xp3yAX1rDEft0pOEyXHpo+/SpzpB08d5tIImgcden8NR+wzhy7uO4IF/LyWTzzNrcTO7VhpGD+7BhMfmYAMDOjaeuqDhJBhj2Gl4X56aPI+vHjiCXgPgvx+uZMrMDIN6pKnQis/vOZi9rKG2RbMw38L0aSvJmzDBpBgmv7eEZ+asxrdQnexLPtmX2/7zESYBA/P1nLDnMESizadbFusPDo8SYMYeqBhbCm52YACVMOSbfbItKZLaorVH37okP/nmbixa0oTSCoVh1syVVFtDS0bxxqxGTvv8IL665zAWrMqglOW9RfUcss8uiBV61qZYm8vyv3e9jZ/1wgmJkI9OtNfuYFmtIaEUPTGMHdkXZdMYDVqDiMEq2YKL5jE+zegoOFyLexFGvwclS3N+N1HHnoA2ed5/31IleT6/3wj69a124z1cVOkrOUb1ryFdleLyiVN57f2VpC2IWCpJ0NQAkx6fzU+OG82MZRneeG8RzV6C8/5nJ2Z82MSU2SuwWqPjXXVd0XBS5H3LzQ+9zqDedfzPgR5PvLGaWasW4QceWhQBcP2fZ/D68iyVWUWzl6Mp5WGtQic8rPLZbrsKdsllSRDQY4ClsqaaQ4clqbAKTA1eMoc7GTM88Xyr+mFjj1OMrQuLLqQM+PLug5m/2rC83uOC/9kDyKA8n5Ur1/LdX07GmhSGBHnluQBSnJ9UFDTnMny4dBFpq106AhFEfKCGypqeBICU7AyNZvA5sQR+4GaqKGyQx7eCnw8IAosNx59bxo5NpxhbF20zh3dHiHJjq1FprntyOsoofAStFJ4I40b25HsnjuPOP7zNzCWNVHg1aLUWUYqUDbDK8Pqchfy/d6u55PgduPCXi/ji7tuxy45VXHb3TBpRmJKkPp9mdEHDyaVAWG2T9PJ8khp0kIfAxwQGKxYFDK7pyapMDpVvJkuazKq1LDaKhM6TVLDbmN6MHNELRDG8t6bWy3PGwTtQbROIydO3RxIVWs7WblkHbMfB4XEXjLHlIQp8rQmArMrTM5nmX9NmsrzesGrNar7z5dFoCzmrWU2KvKSwOkuPZDO6pYK8cUGzFotd20Ljx1mWk0BCYyxpNb16QXWNRllFRnwSCYUveZAcFZ5wzLiBfNDYgqiAhDIM7pkiZywZDS2eQYvQoi0aC2I+9UsBMTY/OgoOF8DXtEqm3N3gRxu0gUqjuOjo3SBlUYG4OC0tfHbnPhjJscOoviTS1Tzx8hLSaJQWN+4UiE1y33ML6FOluf3sg6HC584XPmL6krV4ymuVEvPTjC5pOAEkMCS0j1ZgcXmWLOIOwRT4wTE7Ue+5VASNCKfeNJmUn6dHRYBn0kz60xvM+ThBZRDw1YN6MHbH7fj+AzPwgmq0buL27+0Spf5iS3eFjoPD4111MbYOfOXGjsYwenAtt5wyiMC6pTNsDoOHVdDsebQoj/6ecNdZ+/DrP8/h2aXNBErwVUCvXhXsu8coMBoRCBKCUpqeiYCGrDN6XILLtewzto5v7D2a/kk46eDt+fmzM1nWDNm1OfbYbTirVjTieZXYnKLFt4g2YBOI+LHRFGOzo6PgcKu7duxSZxCo4j0lEpajdx3ACzMX0KxS+NrlYfrH9Ea0huE9Khm6SyWPv/ohIpUgAUoZUILVIHnFnNkfc8jug8nkMiQX5xngV/CxzYHnkjh/2kdnlzScPOuCWT1R7rQcpbDWhqaGkFVwzR+n8vaKDBUErETRkk+AyTBsYA0tgfDBmjUs8XrQG0M+mcBXAVbnyXoBeROQ8BOowMUVKaW3UXD4p737xdha0LgFMF/gkSff4t0ljWidpKZCc+Exe5DHorVCewYjgk54jOhTQypViMLDiEfOGlY0ZrHax1cSHlXhMbSHRUkKpQx+QkiqLMfutj3T31/L3X+dzeKmRuqbs8z/cA3DK5P88MzRPP6fudx+8Thee+sDbv/zO6SswcfEu+pibDN096OFNJAIFKuyWe76y3zqjUURuPNQxcOgOXZMXz57cE88lcHaChePSIDGMqhPBeO/PJrd+9VyzeOz6NUr4IKv784+sxZz+9PTWNaYJKc0BhuexvHpHKtd0nDytcILNMlAk7SACIGVMM+GmzkvXSssWB2QVhkCpUgoQw1pTthnR/75ynxsAGLyaAyJIIUGPCOM2bGaQX6KHrVVrM1ksRoCpQszDlOSAG1zJT/rTHB4jBhbDKIxShCEpMBn9hrNyBZN0gjVgZBKezRon4p0kgMGegR4jOhVg0oa5q/N0q9SsV21YTvtUd+Y4ZU5C7HWo8IKeQxarSU9sjcjB1Qwsh+szOZZuaaGH//mDRSeW3YzhgF9erDfjnWcduAOTJ+2ht++uJR5H2cY/8UxVFaluOuFuTRnQYsXr2LH2OzY0Mzh3Ukzm3BfkbGQCqCmUvOtI7bDEw+XS1wThCfu7dSnmoSfwVqLry21JseI/lUcuc8OHD62P/MW1vOzR1/nlfmr0QTMnN3E+K/uzC++8zlee3MxT7/1EdOXZfCjnA3dqaE2E7qk4QRCxmugyUAWwVrXMaLTqn0LQWBJKNDKON+NNfSpSVBVnebxNxbTomqozAd4+MxfW0/N8h70rezLtUeNorIqzdSlK1iyKgMiiHVr21vPdu4oODxGjC0ABUYEoz0UHtMXLGJhfRIrMMwIg7YbztJlK2jJZ5h45gGgFEEu4IU3G5i9OsNXx43knKNGkM3kSCGcdvhO5LR2xwOJQmkfUYpKUUw4dX+e+aCBCY+/C55BCWgr7DK8hpu/vReN9Vlu/+vrPDc7R888/GtqIyuWT+GG8Qfz7sIGXpz2MVZ5n1qFHGPbwguNp809ed5asDrcRWcNPdIpEp6HVUIA+EqhUFSnIIOhOdmDjFLsWpvkhvH78sHStVz4mzd4/6NGmiSJeElSIrz50Wqu/uVkjth5MKcevRv9+1dx2a/eQzw/PPX10wclUiZ5uhX+O+NDxv/mPcQkSAVul8vW2pop2j3kmgTs2T/NtCXNrMn5ZEhR5/nsNzjBW0t9VuY0CRUA7rDQjII+6RRrmjV562MkTyUeeS1oLVirqEzlUUoTaI9M1qICt0vPhnbMlvA4FY8Wdu+CnNdCsnEtuqIv8dQ6xpZHeJyQ8hncU7Ms79PSAh5Cwir6D+jBqhVrSYnCaCmcX7U064NOUm0MFV6SVNBC4Ak5K1jnrCchAUZytChDoA1VVqgXQyavMQq88Egh4wm7969k3rJmPpYAAkXSeqQQmiTLyD6VLG7Ik/MVRls3KmLDKcZmRKkeFiysWUJz7UDSeLhIWqf7dcjb7TSzBoUlbXy2H9CDmYsaECvhBEcThGEpPdOGXr0SzPo4T6U4PdC3XyWLV7aAD83GHfodkABcNraKQJEMAipTlnyFoaHRRymv2y+a9FH1/O1HX6SySlB4dNZ90iU9TgpIiNCSgykfZQCNhyKhQPIeL8/P0aIFE3ZthULQJMVQ3yIkrI/BBcKCQlshZwKsJ/i+M7KSIiRIECgpsZq3TA+Ig8NjbFu414CgWdwASiVIh93OV8Ki5c0YpWmxzq3rplKKBEmUKHK+JWcziFWovCoc5GUl7L+SLEjKhqMxqQIXQqrdmAoCeGtxEyiFJwqlFeiAIBDSaBataEbEoI3pfi+sGN0Cnc0cHlCcPHc/aHI2ybRFLUCycBOCFFKBfJwVVi7Po7XbLeujWLgigxW38pIKx7/71bVVEsFqRYNv8BuFT3vKkC5pOEVw+jmcsSoXKG6VM5SUcpH9ntVOQYvG18XObgBKYpdAucGgdOGEQhE3OtwOnq2lruPg8BjbBoVeLiW5WMIuaEXc4Z0KVAfJbArDJHRg6ZBvQ0aOlI690npx2cK75Uw/RrfG+jKHdycIYIXCvrcovULbfXBWxI3fyLASF+bddl9G9DWInNaARnVnJ9NmQdc0nEqeiltIc2fKWS3YMPsxIiAmtIkFVFDQuIEOo4ja5O0QpVBhpr08gHZ1I63t582dBC0ODo/RJRBaJa1y1USJJ1Xr7+1gO/gM604d0I639fe8AkQj2ob5zmw8JGJsEXQ2c3i3TYIZOYBLaSVfonGaKP2tdP2yDX8pmy1pt3YyP4XomoZTGQTaBbi6BS7dKqlkOVhaDwAlpn2ZbTa1jYPDY2xDlOv3W2ssdCBHSTweYmw7fBIyhwMbP47XU667e+I2N7qN4dSdFWucOTxGjBgxti0+yZnDY2xddBvDqTtDlfxfDA4Pwr/uaxDGiBEjRndBqR7WUDg+xKpPgKcpxkZhY10XHRpOCjAIvlAwwzvKqhrGjRUuRLoUrfz2CFUaQLcVrsXJFAKtSFp36KISW3ItDtEA/qTQSmd2n1RayRCJaZubJsWpRTmahULU+yeB1moMlaN1wTHenWgQ6mUJEASDRRPgRadMQ1F503ldUCpnQ/XI1iy7JcduRN9cfFuyrC3xV4gWgjB2urSfrAtlDSdRCsTQO59nTQCs52oAACAASURBVDJJoASUIEqjC2nWi9kuFKBFhWdUCb52u3Y6SzPiEnNtNE3cFujyNEu585yVUhgJT3hXgq+KZTeEZpVgO0nztSWrwAQJlHgE4pqx7cO2inYDt1M0VaKUO6Q5TbyxNAnvK6ZtWZqN1ne7Kc29nDYDTRXFxLTO0TRAp2lt9Eg52qbqpXK0bairABIWMlqjFOEZjtHmBNDKvQNFFT0SJmwT98ZzEIrpC6KXbqIkQHt9Zf2QpnHGT0KK19q2LBtR1m2IcuRSmr8ZaUK4wSNsAxtey8bydUaGiEtUuillIyvGE0XgWUQ8NuSopw4MJ2gMWqgJFlEbKNy56gJahR3AGTCO12KEkKLCzh+dbrWVaOENt6VJ+M8Pk2S2unEx7fjKle2Y5gZdKU27DGTrpOVwHSafXUUi3a/81m9pT+oUbWPLxbSYFtNi2takbePrMBKwJreYGr2WXNaSarNzSEXWT+E7tE0VLaGhV2rkaGnP15XKbm6ahIZj9Lvu4Fo6y7cpMtZXNjIyW3vkmgmyHiiNGOn04eJlM4cLwtx5c+nfdxjppBNklXJ/4cWU2nRKIpraRFpolGxmWnirbW48THsZZkneZLmd/GSVIsgHfPj++4zcYUzBBI12LUQzvvXSpHhXG0OLWqOr0RS0cq1vC5oQ5QvrwjQdft9Img67fVeiRXEnsik0VRwvm0xT7hpLx5/9hNA2WN9sCq0L6iolwksvTWavffbDSyTCs97CPGJhwjIlEl5NVEt4c1AwrJxXqoTWhm/rlpUS/i1PK15LcU1HUAWHQvF5Or7Iq6w2QsaGlw1bpVXZYnsKgBI+WDCP4f2GUF2RAKVQnQw5LutxcikaNamkAq0RUQXFbQpiWz/cgFDBC5jIGNhgmiq4PNdLk45pPq5jFcpKyXpYCfzojdKmrNPqnaMpUYXB6Kv10ADPQk6DNQqtStZVC3wUw8XXR5OuQdNhM24yLbzJLUmTMEnq+mj+OmimpPtvDE2JI7el2fCaO0VTuDOpthRNrYMGGLVlaKiiobjRNNlytGBjaGF3L0fzVaSrWtOcvtm8tEiPlNM3m0KjM7Qup6vcuklK6zBZMqCUM5bDKBQRUFaF7zyFRcIwFgjTLjvG8BOiQm9Qkc+Ev222srKushRiAKOyQXRvW4BWvBbC64RAqULbt+VrlWs8vOaoPhW2S6kMtQXKCkV9J0pIIHgmAJ3ckJW6dW/psmHwcsnz6Xi7pioZVFuDpjpJWxdK+Ft93lK0UkgHv6+rvra/bQtaW/rmpLHlaWpr0+imNNZBU1uZVm48dyea2nAa3Z3W9rdtQWtLL6WFH1otzYR8kXFVfKaq/T2Wqw5av3zLfHZHn1DIwl/KIlL0IrWKy1WhEbe+wyYUhdMw2tLa1tfR9W0Qrcy1KErarnAn0p5xE2RsUFkJ79+2v/9W3WddcspgHekIXE0iFkG3cp65zzq6LvfNutlUaTT7tqKZMrTWrg4HI2BFt9q1Y2wrW36L0LRYNC7QPmrPtnx0RJPO0Urd3htDa9uPujqt1Uw3olEy49yWNGlNkw5oagNoUNzl+kmiaQmDbduM8UB1jtZVdNCm6KoOabDVdVVnaHRE68q6SoFoA9oUvDlYx2NDY0nhTprI5rNksxna1wpaK6qrqnF63KJRaEXRIFMgtrhshVKIBNhwWVARntsIfPThfPL5gJEjRiAiWOUimZQoPAWZlgzWhm8MpVu/7EUIAku6Io3RhujNbKLGjpQOxTETFixLEyzalhqWHfCVXIMKWyFiie45n8/i+z5V1dUABH5AJpOBsJ0SXgLjea4+ETLNzYi1KK0IAotnDIG16PBatDGkU+mCF6xpbROLFy9m9Kjt0dZtEnjnnansuuuuGM+449kU4bFSbjVIVBgRLRqLajW2OoN15nEqhj+5HhWEO+nKdczShuqqNIfWP5RrrHL3ttlpZa5vc8rYKvfQhWjlnmNX6nubm1YuNUhM61rPaLPT2pO61BjsbrqqHBRt+pVSzJw5k0suuRTP8wh8H5RCa40NAkaMGMHd99yD52lWr1rNOeeMJ5/PU3oeqtbuHMbI0jn99NP4ype/jLWCVpbAd9bNhx8u4PHHn+D6636GNhobCMYYlFZYK/z857fy0pQpBNbi+z6JRMKdMacU1rrVoUceeYQ+vXs7uUaRzfkYBZ5nKLW0FIBYVq5agx8EVFVWkkwm8TwPESGwAX7eR+tiGT+wVFVVYIPQ5CvjpmnfbxUPP/wIb7/9NhMnTiCwwpT/TuHan/4UrV2PPuGE4zjj9DPwvATZbJbx557HqpUr8fN5jOeR8Dz8IMAGAclUis8deSQXXnhheE0+b731Jr/61QPcfdediAhr6uv5xR13MOG221A5dw011ZXYwGJMtPBKIexmYxAnwIwRI0aMGDE6QDabpbKigrPHn4NX8uJtacnw9DPPoLUzXKqqqrniiivcKo0VMpkMEybexiEHH8x+++2PVs67NHTo0NCuEi7+3+9igwDjefi+T1NTE5dd/n3EWuobGthll1249NJLUEB9fT3HH388BxxwAEorrr32p1x++eUkEh5NTU1cddXVrQyBxsYmLrzwIlLJJL/85R0YL9wdLsLf//H/eODXv6Znjx6k02mWLlnCQZ/9LOPHn0MykeT6625g/ocfUllZ6cpYi/Y8fnT11dT1rmvrf+gQIsLJp5xEQ0MD3/nOJVx33c9obGriqKOP5pivfIUZM2aw8KOP0KboGWpeu5bjTziBVatWsWTxYg484EAeeOB+jj/xRNasXk1zS0vx3D1jeO655znv/POZcNtE1q5dS0tLCwsXLuSmG29Ca8XAAQM46+yzMNoUDM1NRWw4xYgRI0aMGB1AoWjJZJj84mTntRFxxlJgyeVyjknAGMMeY8dixTJ/3nyuv+EGViz/mGO/eiwTbruNM8/8NjvsMKZgfIkVgiDg5ptvpLq6miCwbikpDID63e//yDvvvBOubTrjrKZHDXV1dWijSSQS9KqtpSKdIpFIYLQLqVFagYW5c+excsUKqqqrmTtvHjuMHg3AvHnz+MXtt3P5Fd/noAMPQARWrVrF5ZddzsMPP8Jpp57K2pYWTjn5ZA497BCsldB4Eld3J40mpcBat/w2fvw5zF+wABRMnjyZI488kpEjRrBq1SpmzpxJS3MzVVXVNLdk+MLnP8/Hy5fjJRL07dOHe++7l88ddRSrV68GEXbeeScymQzpdJo33n6Ht996i0suvYRBA/ozffoMFi1axLx58zhg/31JptIcduihbsl0MxlNEBtOMWLEiBEjxjqRzWbxgwCtNSKC77tlH62Lsb5aKRYvWcJ9v/oVs2bN4oxvn8Gf//RnKqoq+dY3v8n1N9zI2N1244ILLqCyshKA5uZm7rvvfreUJoRLY85ImjVrFjU9e4Y5BAERHv3tozz15FMAfDB3Lj/5yU8Qa7Ghh0opcStyWvGPf/yDE048Eaxl0qTbmTRpAgrD3XffzUGf/SwH7L8/UY7C3nV1nHTSSdxyyy0cf/xx+L6Pl/QQIVxSE5TRznjqbK4jpZg+cya3TbgVscItE27htgkTWdvczP777oM2moEDB/LGG29w0cX/y80338zLL7/EwkWLXAUtLaxes4ZkMsnapiastdgg4NVXX2PQoMHstOMO3D5xIihFKpnijTfe4K9/e5ITT/wa48ePB4R777mHI488fB272jYOnTaciqkIiuik4RkjRowYMWJ0K1hrWbBgAel0iosvugg/ClAWlx4g8H2qa2r44IMPGBB6O35+y6189rOf5Zaf/5x+/fvz9JNPYbRm3D7jmDhhAjfedCMPPvgg5557LoLzgiQTHslkCiGMaVKaIAjYY889GTliBFq7TNtWhPHjx3P00UcjYjln/LlMun0S1ZUVLF/+MaeffgagEIGlS5Yy+cUXufvuu2hsauI3Dz7Ih/MXMHjwYGbMmMnZZ5/tjEDCoG6l2XmXnWlqamLNmtUAPPfsP5n27jRnOCno2bMXJxx/fCFOaH0QEYYOGcLFF1/MvffcRz6X55BDD2XhwoX847l/YsLM7SeeeCJ77LEHdbW1fOlLX+KQgw/ipptvpW+/fgRBwMCBA6mqqgIgsJaLLryAdCrNq6+9yk4778zMmTMRawkCy6rVq3nttdex1gWVNzU1EYWsq42OaGqP2OMUI0aMGDFitEEul+Wmm25i/vz5eIkEVoRsJkNLczPV4Q4xbQxKay677HscdOBB/P53j2JFsFYAoVddHZ5xQeU9evbghuuvw4pbvtJK0EZz0sknY0XCgHIX54NSGAXJdIUzXEQIrGXpsmUsWDAfayGXzfH++x9QXVlJQ2Mjed8vbOh67p/P0bdfP3rW1tK7dx+GDxvG22+/Tb8BA4Fw45fbnEc+lyWZTKBQBEFA3rckjKFnr15sP2p7ogwHVdXVG7jUpejZowdjd9+dXnW1KBR9+/XjV/fdRyqdZseddiKfz/OvF15g0ODBjBo1isAPyOctH7z/PqNHj6a2Vy922nFHtNY0NDXx3//8h4RxQeW77z6WXXfdlYsuuhilFcYYRm2/PWedfTYgGAWzZ88Or2QbeZy6O1S4/1s2s8suRozNAoWbVm6GNfjNPbv6pEMp2ax6IXRKxOjmSKXS3DZxIk2NjZwzfjw33HADIsJVV13FDTdcT0VFBSJCz549qayoABTZbIbTzziT2tpal1LAWn5w5ZWFwO/DDjuUb3/72ygUzS1Z8rk806ZOY9KkSQwbMRxrA1wOScXCRYs4+qjPc+opJ+MHAU2Njbz99tssXboUEWHJ0iU89eSTaGPIZ7M0NzcjImSzWV58cTJNTU1cesmlKCCby/HEX//G/3zxiwwfPpz333+/kCX7xcn/4Zmnn+HwIw6nuqaGXj1qCCRg3Li9OGD/A1zcldahMej0SxBYF1MV7hrsCNEyo5/PY4xmh1Hbc9ll3+P6G27kayccx7x581i8cCH7jtsbEy0FakUul6OpsSHMX+XkNze3kMvlsOHqVyKRQKukC7p3b3jmzZ3LY48+6jyDWtPY2LhF+sanxHASgtDChsg1Gb9YYnQNSDjbFKGQq2Qz1Ipz229qQGTbrDufPARW2rV71G4bc/dB4HLQxMZr94ZSimQiwTvvvsPChQuprEgjIjQ0NHDJJZci1mI8j1tvvZVhQ4cCbst+z549ueOO27FW8DyXbSiwlr///R+8N2tWoV/MmTOHqqpKvGSSXXfdlcuvuIyEZwqGyJ133k02l8NaoaUlw8KFC7nwggsYu8dYQJg9Zw7nnX8e1ZVVrKlfw3+n/BcFrFq5kmXLlvHIww9REcZSZTJZTjnlZKZNm8b48edw5Q+u5Ctf/hIjRo7gM3vtxaOPPsZPr/0pJ5xwArV1tRhjCAIfP5/FCm4pUZyHzQYBy5YtIZFI0ruujnVmQAqNQKUUK1as4L9TpvC5zx3JLrvszOXf/wELP/qIW2/5OYlk0rWKCtMcKGhubgnj4hVKa3LZLEEQFAy+iI+ScVpZVVXwjEkQ4CUSm7tbAN3IcMrksvh5n6pwe2QprLXU19ezdm0TNT16UlNdXQjiy+XzZDIZtCk+XBtY0ukUyUQyNqBibDA21RhpW375x8uprKigurqq1W8iHe9iWdc1qDC4dNGihQwYOADPeK14I3f+uu9BWL58Oal0mp49em74TZZBU3MzqWSShNde7XR4P4oNCkgth/J1C80tGVavWsV2QwYXdi4VrrW+gbWZLAP69em8N0rB4iVLGNC/P0jo+Yv1S7eFM5Lq+c2DD/Gtk07izrvu5rjjjqNHTQ133PlLKisqwjQExXeSDSz5fJ6PPlqI1sYZ5Ar8vM/KlatQSodLdQGPP/E4e+45Fq2FbC7rvCOCy+FkhcamRnr2qEVpmDv3A2wQMHqHUSQSXiEnUSqVCpNqCkHgI2K59757+exBB5FMpcLgdUVFOs1ee+3F4395nKuuvpKTTv4mF1x4AUOHDsdoxYcfzieRSNC3f/9w158waeIkftOzF/l8jkQiiVg497zzGLf3Xlz+/R9QkU5z5113tot9btuGCshls/zvdy7mu9+9hPqGerKZLB8tWIBWitVr1pDL5Ul4XiEQPbAByXTSBXUrtwwnYYxZEFi0dpMd28a1W9e7jgMPcF6yvO/z4uTJW6RvdBvD6aEHH+J3jz3Gfb/6FUOHDg1niJa5c+fxyzvv4qMFC6isrCSfz7PTTjtx5lln0rdvXx5++GGefPJJamtrC4ox4Xn8zxe+wDFfPab4krKxbz3G+iEQZY9jYzwxIrbdy/SGG29i//3344Tjjy+s8agw54tTPO3lOG9IyNvud2dwXXLppUyaOJH+A/qjSjKuFpMBr+v6FT+55lo+97kjOfarx4bLf6EXK5SBCGod50C8+eYbrKlfw2GHHcrHK1Zw9lln8aMf/Zi99x7X6lqJDJsyRoZYizaqtQyxhGmHQ09diSHY1nNkLVrTni7w3qxZ3H/ffdx+++3tlhvefOdtJv97MlddfSUoQWyxzVXYPm2xctUqfvTDH3HvPfcUrydGt0O0xCZiufGmm9lh1PZceMH5PPLwI9zxi1+QyWaZcOsEKtJpl9HaGE477VSGDRmK0oolS5Zw3c+uA0CFyS9FhBUrVrD//i6f08rVa5g3by7jzz6bRUsW8+qrr/DDq39cWKpzE58lHPOVrxD4Pi+99DInn3IKNTU17iIV9O3TB43irrvuYvr0qfQf0J+Kqkq+9KUvMWjQIJe3yBazPJ5zzjksWbKIRCLBcccdz3777c/Uqe+SzfrssMNompubeeCBX3PssV/l22ecxccfL8XzEgUtgxVGjxoJSnPh+efxpz/9GdOJU3FFhLretVx11dW8+eYb/ObBBxk9ejQPPvgbFi9ezG9/+yhPPPFXfnj1VTz/wvO8N+s9jNY0NjQgCBrnhQuCgFwuz4TbJrH/vvtyyCGHhEfXCE/89a88/dRT5HI57rv3Xhd4by0tLS1ceeVVXHrJpfTuXbfZ+ki3MJzqG+r54x/+QO8+fXjyb3/jvPPPBwX1DQ1c/L/f4XOfO5Ibrvs/RBmymRauuupqJk6axA3X/YxsJsOOO+7I//30p2GiMteRjNaFrKiFQ7Bj2ylGB5AwONMzGt/3wxetQmu3NJPzA9LJBIG1GO2SubnsvoZMzkfj1uR9P0AbjQmT5imtC30xWhoSsaDcTDHynNrAukDOfEAyYVxZZdy2YU8TWMGEhpY22r3oAcLt0kqVHtYR3k8QhPaHKrjTUZbAtwiQSiYJArfVWRsdzvQIB4wuOGkC3yl7t0Sl8Ywm7/s888wz1NRUc+ihh1JT04NzzzvfKV4J8AOXzVgE8jnfzcqDgMp0qjAMVWgcFc72CpHL+XgJA2GOGK29gmGXyeacRyuMaHU7lAQk55IM5gO8hCkYQoEIOT9PRTqFQghsa4NHhW1lxQXMBkFYb8lziY6KsH7gjoqIDaZuDRUuFwWi+N+LL6K2rjc2sJx08kmcdPK3sIF73pHBnsllqaqoRESoSKf55R13MGTokEKcW+R1Wr16DX4+Cwpqa2u55ZZbqKutI5lOM+HWWxmz406EgbhYkXAprwLP8zjjjDNIJDx0OI6VUlxzzU9IJROcf/55BH7OZRAX2GOPsc7wo7j0r5SiT58+9OvXx3m9rGW77bZj6NAhSHi0ihXLXnvthdaa0aO3Z/uRI9FGt3MutLS0cNc993LZZZe6lZx1vDejQ8SvuOIK/CCgb79+nHPOOSQSSRSKYcOGMW7cOJYtW05Njx58/esnIkJouEa6KtJRYIzTdY7uxuKFF13I2N125YTjjnVHtHjGnaBj3SRHa43xWvvFNjUGsVsYTv/+97+pra3lvPPP57777uP8888FZZg9azY11dV8+4zT0V4Ca4Wqqmou//73ufCCC2huaXFn0lgfbVwDakMhRX1bhRwjRjmICO9OncqDDz7I2uZmtFJ88xtfZ//99+emm29h4ICBvPLKKwRBwO67785pp51GRUWap556kudf+BfZTIZUOs0ZZ5zOnnvswe23/4J0RQWvvPIyo0aNxvd9p5REmD5tOr//4+855ZST2XGHHQqu6Jnvvcc9d99NLp/H8zyOOeYrHHnEEWSzGa67fgKLFy+mqrKSESNHgFJccP75CILnKVTJOQiZTIZf3X8/06dNRylDXV0d5507nn79+jNj5gzu/9X9tLS0MHTYMDLZrHuBBAGP/PYRXnv1NXzfp3efPpz57W+z3ZAh3HTTzfTpXccbb76F1prPfOYzfOtbX2fi7RN55bWXMNpj1erVXHzxxTzz9NPsOGYHfvPQo+y37z7svffeANx737307duXL3zhC1z7058zf948tOdx2CGH8I1vfsMZUNqN22wmw2OPPcYrr75GEAQMHjSI888/jx49enDDjTfRu3cd7747FYCvfe1rHH7YoaxYsYK777mbZUuX0ZLJsP9++3LqqadhNKxtbGTSxInMnTsPzxhOPf009tpzL/fcwzfCkiVLuW3iJFauWkUykeCE44/n0EMPIe/73HP3Pbzz7rtUVlZy4IEHtls6iNE9oZTC05o+ffsVNltI6G528WsOWikSyUShjMIwdNhQt2MtjL9ROEOgrraXm7gLaG3oXdcbEOpqe1FXW+smN1IsM2bMDgW5njHh/hF3LTYQdwRMuIztJZKI2EK0kVaGUq+oW66mQHOx027yp8LJkw4naxLuCoyW+UrbBCCVSjHxttvoUVPToUe8IFeBEld3OuUxZocd0NrdkzOQBM94DBo4kMBadxZfeG1RkHxEc8aqQofB4hHGjh3r7kOEdPgs3HE2nQlJ2DhsyLl22wz/+te/Oe744znk4IOwInwwdx6gmD59Bvvtvx/pdEXRKlUweNBABgwayDvvvovCsmjRR/z+93/gd7/7PY895v4a6hvj0M0Y64Ug+IHP1Vddxe67786kCbfylS9/mT/88U/4fp4Z02cw+T//4ZqfXst3L72E559/nikvvcSiRYv49a9/wze+fiKTbp/I7rvvzp133kU+7zNr9mz+9Kc/cc7ZZ/P1r5+Itc4FPfO9WVxz7bXsvPPObD9yBHnrAwHWWh773WNsN3Qot976c04+6Vvcc/c9rFmzhttum4jv57nu+us4//zzePbZ55j13qzQe2Wd0SQCuKWHd9+dyr9e+BeXXHIJN1x/HY2NjTzwwK9RSvjF7b9g5MiR3HrrLey5xx5MnToVEBYtWczTTz/DOePHc+uECaTTaW6dMAEFvPzSS7z66mv8+Mc/5uKLLuIvf/kLU6b8h9NPO4Xdx+7KuH3GcdZZZ1JVVclbb71JS0szffr04aGHH0Gspbm5meeff4Hhw0fwk2uuQUS49bbbuPx7l/LXJ5/kgw/mRg8CgNffeIMHH3qYiy++mOuvv476hnru//WvCQRefuUVGhubuPmmGzn0kEO48aabWL16Nc//85/ksln+76fXcuMN1/Pss8/x2muvEviWufPmsd3g7bj55ps4/IjD+d4ll7Jy5UonT1yA6vcuu5xBgwYyccKtnHLKKdzxy1/S0NjIP/7+D5599lmuuvJKrrji+zz19FPkfX+b9NMYmxeR1wk63squQx6tNSb0zOjQAInOpysYWAUPdURXoQzHq5UpoUXlomtwwdHOGxVeX7j5oLSe4rJ5m6VtKNRTNJx0q3ssDeKOrq99o7g/Ywy9wsSc61uliUIOtDat2iG6jtI29IwpeOuj6xWJQgNUoT10ybVHZbVW4S6/9s9vS6DLGk6CgBLqGxv48MMP+dxRR2IFDj/sMG6//ReAy+YqVvA8l25eK0Umm8VaSzqVormlOZwx+xjP4CU8vIRz41sbxCtzMToHpTjkkEN5+qmneOx3v2PnnXd2Z1LhvDGnn3YqdbV1jBq5PeecczYvvfQSvfv2ZdKkiaQrKvn7M/8A3FlTvnUv1rPPPpu9x40rnFv1yiuv8L3vfY9zzx3Pccd+1SkopQs77UZtP4p/vfACDz34ML379OG2ibeRy+d58cUXOe6446irdTlXPv/5zxeWEUQs2MLiHAC77roLN990I8s/Xs4/nn2OyspKlixdSkNDA80tLZx77niSqRSHHX4YQ4cMQStF39513HDDDWSzGV54/nlEXOB4YH1SqRRX/fCHDBjQj+1Hbc/Rnz+aKVNeon+/AVRV9aCyspLBgweHS47uMvbbZxwzZ8xgwYKPmDptOj179mTgwAG88fobjBkzhtmz3mPFipXsNGYML774IkHotreBZcqUlzjggANYs3o17703i0MPPYyp77yLEsEzhgsvOJ+KykoOOGB/1qxeTX19PUd//mhOOfU0pk6bxn//8x+SySTz53+INpqRI0bwtRNPoCKd5ogjjqBf//5MnzbVzYqV4qOPFrB48WJ23HEnpk2fgdaawYMGMXPGDF577TW+8c1vMmzYMAb0H8Al3/kuZh1bs2N0LxQNofJ/EcRK8YWtQ4+U6vgvgvPwaJD2fUa1kdHWBFAKlIZWIUaiULg6yxkOghSutdTRoHR7I6vtZhKxUowDDst0ZJxEiT1bV1r0/BRWekqMnNLfC/eAbtUO6zWEVHS94Ve95YynTi/ViYIg/KylaDNuKeND4Q4WfOD+B2hpaeGK7/8ARMhks8yZPZsP5s5l2LChPPHEXwlsgGc8Zs1+j5tuvpmf/PiHLFr0EWNGjWLWzJmMGDGK4449FmMia1djg2gNNfY7xegYCoVnDOeefy57vbIXr7zyMj/80Y8YM2YM3/3OxYgINT17ucFtNP3692fNmjXUr1nD1Vf/kL79+jF06BDy+Tz5XA5PK8Cy/aiRhZg7zxjef/99xozZgcmT/8P+++9HOpUqbMUFxddOOI4hQ4bw+uuv87P/+xkDBg3irDO/TUNDA6m0yyFjjKamphpjFMYoPOPh2wCtNL4fYEWYO3cu11xzLWPGizAjEwAAIABJREFUjGHokGG0tLSACI2Na/E8D208PM+Q8P4/e+cdJkWxtfFfdc/M5hzZRGZZMiggQTErKuJVQQmXIChIUAkKooLkoBIVECQY4WIOqKigkiRLzrCEJWxgc5zp7vr+6J7ZJXnxCur97rzPs2m2p7qmu7rq1DnveY+NoKAgFEUhMyuLl14aRVJiIolJiRQUFFgcKZMYGxMV6eH6REdHcvp0GmVOp8mh8hDQy5+zxMREEhIS+GXDBjZv3sQ997RF1zSkYbB161YOHjxoTtZAWGiI+dxKEMKsfH7u3Dm++/47z+Tc5LpGaIaGj4+NgAB/JBJfX19PNt1PP/3MJ598Qr169QgLC8PpdOJ0lgGmqJ+q2EBIfH18UBWFktJibPYgFCEpczpxOktYs2aNhwwcaF2XoqIiQoKDPRN/VFQUqmryxM7DJRZGL/47cKULb8XkogsNgfKDrJ0DAikNNN1ASmEpaF98Hjep3P3olHuBrOSI8oZxhxAv2z8pUaz3GJb8xoVrtyGN842ZCv12hwjx5GVc+nxSSqSug1AqiGxeeJxpvBnS8Hym30q6uKRxdplkLo9xhjzPOLno+D+47P9tn2hDSnJycvnkk08YPuw55s55g7lz5zB/3jzCIiLYtHET9es34Pjx43y34jvAoHr16rS56Sa6d+9JWFg4cXFx5o5dMeOkui4sIpzJ/ZBGOcHP637y4nIoKizkySf7kZiYwNChzzJn7ly2bdtGbm4eiqqydfMmczcnYdWqH0lOTubwoUMYhsH48eMZOGAAtWolWzsxTG+nNKwMO5BC0KlLF0a//DL79+1j/vwFYHENSktLkdJg4qRJ1KxRg0GDBjF9+jT27t7NkaNHiY6J4czpU0hDR9d0Dh46jGGVH9B1k+jtdGkUFhQgDYOVq37k9ttvY/ToUXTr9k8iwsNRFIXQsDAK8vMpyM9DYJCRlcWRI0coLS1jzdr1NGjQgNGjX6Z3r15UqVIFMCfJkuJiVq9eg2GYhtOmTZuJiIzEx+6DQK3ATTA8fEK73U7nLl345JNP2P7rdho1akx4RDgul4u2d9/NiOeH89KLI4iJjsbPPwCBJC8vF6dLo3LlyiiYZNNRI1/i9ttv5+zZdBRFQdMNczKuMNG6XC6WLFnCy6Ne5Llnh9Kz+z/x9/NDWotHWloapaUmby07J4fMrExiY2LQdANd1wkPC8Vut9O1cyeeHzGcYcOH4ePjQ2hoKDExMWzevNkMz0nJLxs24HK5/uzh6cV/AVxOJ8WlpZSVuaxkA9B13UwKsZI6PBDlHhvdMCgtLvYkaeiG7sn4KydPl5PV3Z4ht6GgKOaXO/FENwzc9eyElVAhkCANFGHOTRfCTHRxoRsamq6f732qAMMwKC4qorSs7DfZ11IKpFE+D7pRWlpKSWkJf2Qx9pD2r/F6/rclhwtg957d2G02GjVqhKKaRRAdDjvDnnuOt99+m4ce+gdPPTOQtxcvZPWaHwkJCeHo0VTsDjuJiQkm6VYa7NixixdffBFhxZHBIDk5mW7du3kzYLz4t/D19eO6xo2ZPHkyDRs24syZM4QEBxMSauobbdm6jfSMTEpLS9m1axevvPIKpaUlZGVnM3fOHIpKikhPPw1oSMyJQlVtVmacsP5WCQgMZNy4cYx44QVS6iRTXFzMO2+/w1vz51OnTgrPDR9OqxYtyDp3DtVup2H9+gwePJg33niDzZs3U1hQyNHUVCIiwjx9VxSFnTt38NywYcyb+yY1qldn0aKFOJ0uTp8+a2o1+fjg4+PDnXffxZNP9uO666/nzOnTBAYG4HDYSEyKZ/lXnzHnzTnkZOeRdvIkDoep2Guz2/jqq6/Yum0reXm5nEpLo3///ghFpUqVynz88ccgBAP69cOcqs0d6I2tWjF3zhxqp6SQkBCHzWZnzNixvLVgAVu2biE/v4DMzEwe7fQo23fsYvjw4bw5dw5t77qTlT/8wJixowkJCWLT5s081r0niiKsrCN3OEBa2TTm/DFjxhvUqZvCnj17yS8oMImoUuIsK6PPk/1o0rgh+w/u5+ZbbqJuvbqsX78BVVWJjonhscd6MWHSZJo3b86x1FQ0XSepcmUe7vAww4YNZ8zYl/H39+XgwUNY1THAq+HkBe4wl8E777xLSWkJ/fv3B+D771aQmppK3z5PIDDQpUSxQlPnzmXz/PPDeX7ECPx8fBg5chTTZ0wjOzuH9997n2efGwpISkqKmTp1Gs4yp+mvsbw7KbVrU7t2bSIiwvnmm2+JT4jnvnvvAwEnT55g+rQZOByO84w1oQhiY2N55umnPfOSajM1laQhee+99zl+4gQjX3zJIr27y8p4WFMYhsGEiZOoX78eHTt29HiR3ARyQ1YQmhXwzjvvEhgYRKtWLRGKwpFDh1j+9Tc89dRTKMKcd0NDQ/+8m/U7IORFwUgTqanHqFQpzlPQzwzVmQ6qPyVUJyDt1GlycnJISUkxq0djpQZrGlu2bqNh44YoKuTlZrNu7Xry8guoXLkq9erW4YUXX2Tq1Gmknz3D6dPpljPTJNAJDMLCQ6ldu/ZFqZZ/BnRD48jho9SsWdM7uf4XwC1F8Ouv29izdx+RkZG0uKE5AQEB9HmiD08PGszJE8coK3Ny2623EBwaiioEhw4fYvOmLVSKj6Vli2bs2buXhg0bc+DAQRITEwkMCERRBAcOHCYgIID4+DhAcPToEc6dy6RGjRocP3mSRvXrY0jJ7t172bVrN2FhYTRv3pzIiDDKnBrHjqWydduvVE5K5FjqMbZs3cSUV15h967d1K1bB6fLxZ7de2h6fRM03WDDxk2cOHGc5FopVKlcmXPnzlE7pTYul8a2bVs5cOAgdevVJSwsBD9fXyIjI9i9Zye7du2levVa1E5O5viJEzRq2JBu/+zGtBkz2LxxI4bUubF1K4JDQlFtNoqKijh06BCay0mTxk3YvGULtWvXJiQkFGlIdu8x+U1xcZWsDY3k0OEjbN26lfCICG5o1oyQ0BBKS8vYtXMnDRs2wG6343SW8c2KrykpLaZF8xuoUrkqiqKyfecu6tWti6oqOJ0uNm7YRJPrmqAqCj+sXEVBQQHNmzXFsNLG/QMCOXP2LD52G79sXEtspVhubH0jDrsPObl55OXmkZiUiKoo7Nyxm1937CApKYmWLVrg7++LpulkZmbyw8oVBAT6c/PNN5N28jR169T1jB2TQPu3dez/T2PdL+tp2aLFFZGcfw88itaYXphjqalMnjyF226/nRYtbiA2Jpahzw6mVatWXH99E1SbHZtqo1KleJxOFy6Xk+nTZ1C9WjVuuKE5z494gRkzZvDKK1No1fpGbrv1Fvz8fM1xuXs3r898nX88+A82bdqMADp16sS/PvyQJlaCR+WqVXm0Y0cURWHfvj28+upUBgwcYBLTLZ5SXl4uS/+1jFkzZwCCo6lHWfqvZRiahmEY/Lx6NVWrVqVylSpW2E9iIKhSpTL/7NIVBGSkZ9Crd29CQ0Lwt4rygnkpSkpL6da9O7fdcovHgzVg4FP07NmDmTNm4nQ6ycvPN7N2IyIwdJ327dvTvXv3q3djzrtJ5gb22PHjxMfF4efn+7vCb39jw8nUldBcGjabrZzoJSu4JpEoiuHhMuDRMJXk5+UTGBRosvmlyc4HNzHNjDVXjEV7DScvfguXekxcLhc9evZk1KhRJCfXBEzej+nZdMfwQWJgPkbnZ7aUh4kv8chewJOx/FLniT1eqIgtpeSDpUvZvOkXXn31NU/GSXkqcvmzY5KYy9tTrDpR0iIxmOnI0nMeKXUrA8juqSclpUHXLv9k1htvEB4aCuL8a+R2w5+3sxUCIczn1DCMiyYQd6jNsNKsL12CRlrXx7ASxU2CrRAm69T0Nl1az7jicy4t7oYiBEIx23NzIIVQPOGQi4wfUX79pWEghW6+S1EpVxmvSLDwGk5/R1xrw0lghp8efPAhoqKjQQjOnjnD6JdHMfz5YVStWhXVboo7qkLljTdms2jxO3y9fDmapqG5XEjgXFYWsbGxuDQNVbXhcNh5+eVRVKtWjdOn0pjyyms82ulRNm3YCMCDDz/E0g+W0KRJE3bt2kXVatV4pGNHAPbt28Pzz79Anbp1z/vIhq6Tm5vLm3PnIBSFvLxcjqYew9ANli1bhhCCBx96kNzcPCIjIy2OlEGAnz81atYEYMb0GSCg/f3tTV6ih9QNkyZOpk/fvtStm4KuG3zxxZesWbOGV16ZzI4du8g6d47vVqzA4XDQpk0bIsLDqV+/Pv5WyZirjj9oOF1xqE5ILpJWv5amhtu9Z3fXmpEXT8AmrAnTbcZJM3snODj0vE6WKye7FxtxyXa98OJSuJSBa7Op3H3XXYRHhOIeaKpqLrgCFdUyECqMWvOHNMefuODl83Hphf88ccYLjCahQErtZHwcdlRF9ZxDuImalIvxXdiG9Ljdrc2RcP9u8SGEDTfvyjyfybm486478bHbTSPJbTR4bAfF3bnyvlZ43szCnOcbgqpl8FTUnjrv2nsMSmujJMsLfJqUTYs3doUbIfeO220weYxaw2xPWH0+DxXnDGFlMokKtA5ZYX7x4n8WhpQY1nB96cUXCQgMpGvXrnz22Rc8+GAH+vZ9wvT25OczauRIQPJA+/u5p+3dnMs6x7IPPyQ3N5eioiJqp6RQv149GjRsQExMNEFBIZw6dYp5by3kyJEjfPbpZ5w6lYaq2sjNzcXucKDabAgr27wifP38qF+/vkeAF6C0uJgNGzdiSAMVhZCQUBrWr8+atWs5ePAAU1+bikTy3NBn+eabb7DbVdwivSBZuepH1v/yCzNmTCc6OprTp9JYsnQpzz37LKVlZZSWlVG/Xl0QglOnTrNw4ULqpNTGbrPxyccfk5efT0JCAoqisHnTJvLy82na9PqLNod/F/xtOU5XAoHAUtiiYvmI37rQf8eb4MV/KwTduv0TQ+rnPeAX7mAFZu2n3y5x8sdghrAljRo2pEnjRmZWi1GeNfp7x325oXM5I8A0GP7ZpTNSqOfzei5MYLnC5/Fyv1/mndb3ciVl98bpSnF+5pBy0TxyRW24DbhrfH+9+O+D2/Ok6TqmLI7pmaxdJ4WmTa+nsKCA4JAQwBKbFCYn7/MPP+K9d9+l75NPcvPNbRjx/AgGDujPZ198ycABA7m33X307dOXKlUqM3niODp36cbECeN45933URWFno/1ZPHitwkIDMCmmtUFwPR8x8cnMGjwYFxOJ4Zh4OfrC4BL12narKmHkwSStFOnmThhIprmYvjw4ZSWlVHmdNKla1dU1axeMG3aNOLiKhEeHs6LL75AeGiIR+CyqLDIo949YeIEDGnWG5g3/y1uu+02zpw5g6abZPSC/HzOnj1rhvFcLk+dvb/rBuS/2nDywDthefEXQFEECIGCen6Y6lLj8RqPUbcgnjtjRxFusTnr9FfZqyqEQAqzkpQQFxuLfxrOM3bc5IH/kETwR+6Rdw7y4jLQNI1JkydjU1UMKbn3nrZ8/sWX7N+3h1GjRlExkSAtLQ2Hw87b77xNlcpJnE3PICo6mvDwcPr17UO7e+9h69ZtKIrA6XQxfvw4mja9Hj8/f8u7bHrCW7ZswZdffMkvGzbQo0cPnE4n02fMIO3UKYSUqDYbZWVlZGdnExkRgaqqaLqOqqr06NmD4sJCJkycRKPGjTlz5gxPP/0U6enpjB49hhEvjEAaBmPHjgMr2aVRg4aUlBQz8Kln6NO3L2GhoUghKC0t4fEnnmDgUwOJjopAEdC1y6MIoTJ/3nwUoZqlXq67jpSUFIQQlJSWsG7tOosu8Pd8rv5/GE5eePGXwKov51mj3Yv2n/+wu42mirWszsM1MGouLIz714S8pWU8/X13p178b8PhcDB8+DD8/f3p0b0HSEmnRx/lhReG89777/HQQw/iVoTMzMjAWeZkzerVrHK5yDyXzb59+3j77XeQUuJwONAMncysLBLi4+j4yCNUionB6XRxz733sGTJUjb8spHEpETq1q1Lvfr1aX1ja1SbjUHPPENBYSGTJk2ib98++Pj4Mnz4cI9iv0QSFBSEKgTbtm1jzNix5Oac47PPPqd+/fpEhIcjhKBBgwbomil+K4RZm1LTdTZv2Yqm69SvV5cTJ05iaBq+fn506PAwS5d+QPNm16FLg5SUZFJTTwKYAp5S8sv69ezduxchBC6Xy1Qm/5saTeA1nLzw4g9DKMLixPy1D7onVPg3nnCuPS70PnnhxV8Dk6cLNpvN2lwJdMMUjfX18WHIkKGkph7FWeby6J1FRUV5asTl5uXy3vsfoKoqBw4epF27+/Dx8UEaEj9fH1RVYc3qn9m4YZNZeFxVycjIYN26dR7xWsMwiImJ4bomTVDtdtJOnWTnzp1EhIcjpSQ7J4c+TzyBlBK73c7MmTOJjo6mWbPmICSrVq30JGZdyqkqAIRCdnYWb775JkOHDsHh8MFmVzEpnpJ297fj+x++Z9eu3dSpW9dkNhpmFXK7VW+vRs2a1EpONj1ORYXsP3DQjH7/TWU9vIaTF178AfyZ2ZhXij+jT3/Z5/5NDtPf71548b8LRTGTH0pKSpg5cyaKouB0Oj1ZBPFx8cTFxXHwwEF87L5IQ5BSOwWXy8nBgwf59LPPaH1ja7p168bsN2az4ZcNPNyhA9WqVfZwjP7x4D+48847AVOB/J1336Nevbo0aNAQIQQ2RRAZFY0hJUUFecx7cz7Jycm8//4H3NfuXsJCQ5k7dy4SM9PWVNw3qFjY2NB18PwtOXTwECtWrKC4qAhfPz90TWPhwkUkJydTp04KCANNs7LhMTXr7r7zLqZOncbrr88ypQqEmbDl0szwoN1ux+GwWxwnk9iOO+nrP+AeXmt4DScvvPDCCy+8uMowK3oJfHx96dGzJ/7+/gwfPhzVZkMi2bR5Cz+uXMW6X37hrjvvQNN1vv7mG5Z+8AGnz5yhzxNP0Lnzo+gGTJgwniVLlvJ4797Uql2TZ54ZhKFrTJ48GVVVEZj8qaysLPbt3cvnn39h1tRTVZISE3nxpZcYO24ChmHw6qtTeOWV1+jWrQeGrjNt2jR8/fxMD5mUdHykIwkJZn3JlJQUgoOD3Z8IKSXR0VHcetttdO7cidDQUHRdo0OHDsRWikVRVZYuXcrevXvx8fHFkAYKCjfedDMHDx/yyAOpqkKZ00nfJ/uxd88eAvz92blzJ9IwsNlspKenM3jwECZPmojDx+evvI2XxBXrOAHIv2+Flv8qeHWcvPDCCy/+WlxrHScpJS6XxrFjx4iPj8fP19ejpi2EQlZWFlu2bSPQ35+GjRoS4B/A9h07yM/Pp2HDBoSEhKAqCkaFEiJnz55l3/691KpVi8DAAA4dOmRlhLo5jhU04qzXAgMCSK6dzI4dO6hSpSrhYWHousaJk2lkZpoVD9yZd0IIGjduRFBQEEJIjw4cUpCbl8fyr5bTqfOjqKrpc5GGxDB0hKKiYGbnffHFFzhdpTRv3pxqVat5VMNNLTizf4WFhWzcuIn4uATKnE5UVfHwRQVmOZqAwECqVKmMTb0G/p0/SwATvIbT1YLXcPLCCy+8+GvxZxhO0jBFVsHUDPMI0ioCTdNQVdWTvu8+Xgg8+kqAp/aae6lWVbch4hbQvbI1RFUFum6J2lJeMuVyUBSrsK+wZH8sj5NQ3EZOeb88grDgqUvpTh4RQrH4SrpHgNdd3FwiLCkGPNfgT4m4/1kCmF5cPVSseO2FF1544cVfA7fQ8tVus+LiX1GAsqKfQlVUi0MkPbkMHoPEUue/FNzGj6ffFeXILvCDVNyYGxWLEUguo8pf8RhLWLb8m2kEVWxbAEZFUVvzGEVVyq+DO9FYlr/PZlOsKh5uD1n5/35Pdu5vfd7fPs76+R/e+98wnMR53qZLndyL/wy6riMNA0W9ROq6V8ncCy+88OKaQxrS1Jy/ygmYbs9Lxb/LFerLz+3x0GDxn3EbHsJzzKXas168yEi4kuPKSyiVH+s+5yXbs0J+7rbM4883bjxtWT8vLGFW/jmEFaiskFyilLcJWF6w8z9HxWtS8ZzARcdd/PF/+zi3d+z34rKhuh3bd7Bt23ZcmqvcFSdUb2jpKqCsrIzc3ByioqIvMk6p6IL1wgsvvPDimmDfvn3UqFHDE3q6WrjQSAI8dRH/6uN+y0j6WxwnxEWGktso+7fHWf//d8eZbZqK5Xn5+fTu/TgB/n742K88AHdZw+no0WPExsRaR1lW5mUKZ3rx+6BpTo4cSaVGjRoXu0u9hqkXXnjhxTXHhg0buKF5s/PCT1cFl5vDL1xqvcf958f91jp5Bce5DaeTJ0+SEJ+Aj48Dm3KxYXc5XNbEUhSzwK67WrnZCa/hdDUghB27zYbDXcD4ov97jScvvPDCi2sJVVVRVdtFCvhe/P+H27RyE9PNMXDlkR7viPHCCy+88MKL38Dl6BO/Rau4kAfkwaX2xb+xVzaT/i7mL13u1B5ukvVe4abSWl/u5KRLMKLM91/YX35fNYIrSX66lr4Bd/mY3z6/OO/L/dqV4rKGk+CChhWBLkCvkLnp9Yv8cVx4A73eJi+88MKLvxfKnGUcOnwYaeie19JOnSIjM4Myp/PSBpSAM2dOc+LEcc9LElNyQCLRdBdOrQyXVobT5cSlOXFpGpqun0cc1w3DylArP4chDfLy8zh9+vTFpxWm2rZh6Gi6jq7rGLphfhkGumGg6+aXG0XFRRQVF1ndNvtXUlbMho2/4NLKAIlQTANKWIroBw8dpLCwAKGY/Tly5DB5eTnm3+4+XwaFRYUcOHjgIp4WQGlpMampR00FcynJz89j+47tF7UppUFeXg579+3FqJAyKJFkZmZw9uxpdENHPy+d8OrAK0fghRdeeOGFFxUhzMU/Ny+PHdt3kJeXx/Lly+natQuKoqIIwbp169AMgzZt2lCzRnWiIqPIys6muKjQ41347PPPycjI4InHe3u8LIGBQYSGhjJx4kRWr15thYvM1H9FURFCQRUCTTeNtAcfeohePXtgYHo63LpTq1ev5pcNG5g4fvxF3U8/m06fvk9SWFDgMcJUxRTKFJZo0nVNmzJpwgQAJk+egsvpZNTo0dhVM2xlU1VmzZrJrFmzCAoyyec2u6niXVhYyHPPDWPM6NHExEQjhMJ7H3xA82bNadqsKUJAcFDwZcUrDxw4xJIlS5gyebLnNSkligLLln3EsePH6fvkkwQH+nHo8BHGjB7Nv5YtRdMNTqWlUbVqVQwJCxYuZvfu3XTv3p1KcZWoUa06CMFPP62mtLSELl26XhMHj9dw8sILL7zwwosL4E67z8rKIi8vj+LiYs6mZ+B0OvFxOMjIyMDucHDmzBnCw8OIjIhk757dbNiw0aNwcPDAAYqKi/nwo488mWH16tXh7rZ307t3L+666y6EEPy6/VfWrVtP/379ee/d92h3//1ERUWiuTSSKlc2K8VZoTbDMFAUs5yKYXmnLBEoyzgThIdHMGH8eKsmnEJZWRmTp0zhhREjPJGNwKBA3CIIQ4YMYe7cuYwa+SJR0RGcOHGCnOxcsnNyeP75ETh8fPD392Ps2HHYbXb27tlL3bp1OXzkMB9//DEIwfr168nJzmHd+rUIIXji8d4EBgaSlXkOhEDXdA+f7PTp05SUlHDo8GEAQoKDiYqKZM3aX/jiyy+ZPn0aP65axdatW2nfvj3Z2dkMGTwUgLi4OJ56aiC5ubls2rSJ+++/n9emTuWRRx4hJjqGPXv2cPjwYVwuF+vXr6NOSh3CI8KtRCxLDuEPjg2v4eSFF1544YUXFWGJM0aEhdOxw8OcSU/nyy+/ZP3atWYpE8PgXHY27drdR4eH/oEhTQ2iVi1b4uvrR2FhIUhJQUE+2dk51K1TF6EoqCq0bNUCpEFwSBCvPD0FQ5cUFxdTUFDAlClTOHs2nZNpaQghKCkpYenSpR79pdTUowQHBRMZFWlqNAEI2PbrDkJDg6lWtSqKAJvNRt26dT3cpJKSEnx9fannfs0tOo5EGgYBAf4MHNifjIx04uNjyS8oYNCgwQwc0J+b2txMXm4eiQkJ6LpOSUkJc+bOpVOnTtzYuhV+fn4IIdi8eTNNr7+O8Ihw6terQ2xsDMuXL2fp0mUIT2KZ5PTpM6iKgqbrjB49GkUIWt/Ymi5duzJt6jQiIiOZP28+6RkZHD1yhIjwcEJDQxk/fhyBQYFs3rQZVVUYP34CYaGhnMvKIisjg9zcHHbv3sWkSZMJCAhAANu2bePxx3tz7733muVuPJpUf2x4/D7Dya3Q5YUXXnjhhRf/AzAMs0RISEgIjRs3RlEVFKGwceNGQCCEgpASRUCZoZOfn09uTg6GlDidLnRdJy8vD0VVEeJ8jaGQkBCmTJrMpi1b+OzTT5ky5VVeeeVVevXujaG5ePqZQedpES1cuIhmzZrRrt19FUquSE6lpfHhsnWMHz8WA4FAuUgV/ZKcdCH48OOP+Ne//kVISDBvvjkbp7OU2bPnctNNbbjxppv44IMllJaWMKB/f3Rd8vHHH7Nv3z5sqkpefgETJ06id69e9HrsMUDy/fff4ePnID4hgXvuuYc777wbUFAEnE1P59mhz9K9Z09WrfyBiRMnoOsGdpsdXRqMHDmSgsJCHHYHNrtKeno6WVnnkFLi8HFQkF/AuHHjmTZ9Gh06PMzatevQdJ2BAwey/pdfSIhPoHnz5jSoX4/ComJOHD9uhQslhiG4UDbxP8UVG05CggrnWWpemUYvvPDCCy/+v6K0tASXplNSVIgQwkMEV1UVhMAwDAoLCxGKgjQM3n3vfQ+J2TAMCgoKKMjPJzs328p2M3j//Q/o3as3AhWBwqQpU8jJyeHggYOMHTuW06dOM2P6dBRFITIyEikNDGkgJaSmpjLwqYFm2MmdDaYoNG3ahNmzX+fEiRMkJibx2tQpHDmcahHFBbquc+TIEZ7o0+e893br1o1aqm8AAAAgAElEQVQbW7emRo1qzJo1C6Go/Lx6DXv37SUvN49u3bpjV2288OKLfPrZ59x/Xzs2b97CnXfc4Qn5OZ1ODh46hMNhBwTp6VkgTYPSZrNjs6wMZ5mL+W+9xc233Eyl2BhsNjsOh4/HIWOTsGnLFlb//DOJiYmUlpSwd98+5r45l59/+onhw0eg6zrJtWsTHxdHaZmT3Lw8NF1DVRSKiopQFAW73Y4QCg67DVVVEaoKKOcZrX8U3lCdF1544YUXXlwAwzD47IsveGPW65Q5nShCcPjwYTRNw2azUVpayqZNm5g7Zw4tWrZk9MujaHLddWaGl6EzZ84cYuPiSU1NpVKlSsRVqkRxcTFBwUFIw8BmU5k9+w2EEKxauYrX33iD4cOG4R8QiBCgqgqaZpiK4MCPP64iOiaG6KhINN0ws+UsT1dsTCyNGjfi66+/oV+/fgwZMgRVtXnKvZSUlPD4E32ZN+/NS8okREVH4ufvBxLuuP0ubrn5Vj7//Av27T/A1Fmv8daCBfj6+HLfPfcxauRIPvzwQ6tkGNhtNh5/4gkiIyIQwKJFi8rLs1ghxrIyJ7Nen01ZmZPevXqza9eu8nIwbleY9TMlJYU2N7chIyOTg4cPk5WZhc1uZ+prr6EoZskyVbVjt9soKy1FtdnIzslB13V0TePsmTMYhoGh66Snp9OgYUNPX64W/msMJ103iWVujQmzorQ5KAx56Xo2bpwvwY4nfg1mjPffFfozrFhyxfe4mzRvpERVFTc/r2JNRC/+5nCPJcO4uPaTF78fV/I8eQF/lPdw4XUWbn0e77W/alAUhQfub0ft5GSmT5/B7bfdRps2NzF5yis89thjlJaWMmfOHDp37kyrljfgcDi4rnEj9h84wFvz3yIlJYV+/fuzcuUqDh06SFREBPPmz2P4sOEYhuTNefNIO5WGs8zJtm3baNCwAVNeeRVnWRnbd+ygTp06BAQEUKNGDR566EFmzJxF3z59wCKKu7PxNN30RnV6tBMzZ87Epbmwq3ZLkElgIJCy3MuEBGkqFphkbetvRZjZdGvXrmXx24uJjYnltVdfZdPmLWRkZDBp4kTsDjvh4eEeWQUhzPXxncWL8fX1BSHYt28fdeqlmOu1YXAuO4dp06ZSXOJkxPDhOOx2z1xr6Aa4z211Lyc7m+Opx8jLy6O0uBhd0zh86BDTZkznzOkzFBYUMHHSJDAkUVFRhISEUCk+npycHOISEmh+ww1s3rwZl6ZRp25datWsaXmb/scMp7S0NAKDgggKDERRFVRFkJp6jCpVqqAbhplmycWTifvmZmVnERoSgsPuQAiBgSkQpus6TpcLX1+f84oSVoSUBqpNRRrmDuRc9jl8fHwICgwEBHl5+UgJISHBSGkOgN9b4dmLvw5CEeiGcc2MJnedx/8t/P9YwK/lvXPX3/rd7QssI79iW9Jj+P/3X/W/FzZu3sqC+fNp2rwZGzZsYOXKlRw9epRZs2bh7+9Pg4YNef/990k7eZIH/vEAM2fO4sjhwxQVF/H0008RHBTEzbfczJdffcGqVSsZN24cDerXQwID+vcDAQsXLiYjI4PHej5GVGQUe/bs4eTJk4wZ/TJhYeEYhs5PP6/Gx+Gg2Q3NkYZEUU3Fa1VRrE28oEGDBqg2G/n5hUSEhQPC4xUSlqNBCFEuZumxo0xHgEvTSD1yhPz8PAY9M4iaNWvyyaefsHDBQiZMGG8aTBJUm2VsWY1IKakUF2cSsoXg5IkTHs2oTZu3MGP6dBo0aMDLo4Z6ZBfcIp2GlCiWcpT7WSguLiYzM5PCoiIzzGjoaJpG5cREbr3lVsJCQwgI8CevoID9+/fj0jSCgoI4d+4coSHBdO78CDabjcLCQvbv309kVBSGYTo5rhauqeF0qd2n9FzuK3/Ehw0fTpfOnUmqkoTdZiMkOJQRL7zI8OefRwjwcdipXr0aZ06fZduv2xGYglzVqlUnISGOwYOH8uyQIVSKq4SUEB4Rjl218dNPP7H8668ZO3YsK1asYPlXX5kpnRXOnZiUxEsvjWD+/AUcOHCQY8eOERxk6nDc3749WzZvJikpifoNGqAbOpUTkwgNC70KV8+LCyEruH/d+b4XLm6/e7GTpks8MyOT4OAQHA7H5Y8V5e+5EggFMs5mEB0TbW7p/l1XKvZdlFcQ/63Pc941ubCNK8TVMBCyzp3D7rATHBSIEIrHI3vZtn/ntfytPlbcpPyhsXBxy2RmZhIaFord9hvj4j+A01lGdnYOsTGxV9xH3dBJP3uWyKgoc5xaH1tgLi6ZWVnEREV7S4hcRTRq0IDJkycSExtLbm4uhYVFDBgwkH79niQxIZGQ0BBKS8soLinGz8+XW25uw9Chgxg5ahRSSH5YuZItW7cyfNgwXnrpJXbu2kXdevXw9XF4yNsPtL+fuvXq8u6777J79x5cLo12992HrusIIVAUldatWpJSJ4XIiHCT+I2BNHSPYQRmdGzUqJcJDw35jWfl4i2NWxeqpLiYIc8+x8iRLxEYFMigwYMICAhg6LNDmTLlFcaNG0edOnWsMFz5s6UqCrWTkwkJCUEKOHDgAEIIdE0DKXnuuedITq6FUJTza7N6IjhWxwzAMKhVqxZt77mHjPR0NmzciE21ERoWxj8efBDD0Hn66UH07dOHvXv28ETfPqSfOUuNGjX4cvlX+PhYz6kwPVd5+fmsWbOGe+9ty9/e4/Tpp5+ydt06Xn1liukSvKjDkuycXIYOGcKoUSNJTEw672GXGIBAc2ksfvttBDB9xgxq1qpFtSpVOHzkCKEhwQwZPJg6deoQHR3N0CGD2LhpEx9/9DHpGRkk16pFZHQ0sdHRZGVksPjtt8nJySEjM5OFb80jNjaOFq1asmPXLoYPH06VKlVIrl2btnffxYrvvuemG2+ktKyUd999D6dTIzm5NsVFxaSlpeEfEEBCQgK65mLVjz/S4oYbWL1mDelnz/LSqFE0CQtGeqvZXHW4ZTiklGBIhMe9a3o4rI2X5+8rhTRg0qTJdOvenQb16//GcdLT8pUsdk6nxrBhw5nz5lz8fH3/TR8MVFVgJRibWi3uzwsUFhbxyacf0/7+9oQEh3jeZ3rXy40mwzB4sMODhAYHY7c7rBAOXHfd9XTt0pWgoKDzz4txVeofzJ8/n9jYWHr27FGh5ILAU6nhgnNIwzzvpUo5uA2enOxzfPr5F3Tt0sUk41YIsX/9zTesWLGCKVMmY7fZLb2a89sqLS3hySf7MfCpgVzXpEmFOHo5Vv24ivff/wAhBLm5uei6TnhYGACP9erFBx98wHPPPUtSYtL5RplH19na0Vf4fiU4cPAQ48eNY/Hixfj7+1/Re0qKSnjssd7MfXMOlZMqe3bpAkFOTi5DBw9lwYK3zJCJF1cFISEhLFq8mMOHDlnj2rzHixYuQrWZde6Cg4N5duhQgoKCuf2O28nNy+VUWhojR44kJiaGm25sQ1JiZSZPmsKMmTPZuuVZpk17jQP7D/DDDyvJzMwkLz8ff39/HuvVi6TEJNasWc1LI0cRGRlJp86dqF+vLgl+fkgky79ezpYtWzh86CC33XYbQhhIqSAQxFeKO6//qanH+HDZMgoLCwkPDeNyc6Om6yQlVWHAgHZ88813HDt2jDY33cQDD7QnICAAl1Nj9uy5TJ06FYfDhpSQmZnFpEmTCAwKYtmHH2KzqSiKSlpaGifT0rDbHLRu3QrP3Cwl2379lR9++IFjx46RkJDgqQRTEbGVKqEogh9//JGgwEB8/fwoKipi8uQpaC4Xx48fJyIinHXr1tGiZUuyz2Vz6vRp0k6eYO++fcyYMYOCgnxCQkIJDAhg3fr13HXnnag29ap5kK+J4VRaVkZxcbE5tegGYFDm0vD388HQJaqiEBAYyL333UdcfBy6oYOQqELgdGlIBDZVJT8/n++/+47p06eyadNmDh06zK2338YPK1fy9uLF/PDD92Rl5/B4797o1q6zTp06CCG44847ee+999iQn090TAxjx7zM/LcWkpGRQWRkNIah4+vjy1MDB3Dw0GFWfv89RS4XX3zxJb9s2MDZs2e5/bbbEJjFIM+dO0d6ZiaxMTEkJSWxc/dufl69GsMwePzxXvy8Zh0+Pg4a1KuHlF6j6dpA4CxzIoTAZlPLuWTCwDDMHbmhS3x8fTzeKEMaIA10QyKQ2O0+SAw0TUNKcNhVnE6zLIFuGOaCKLEyWcBmPWxuPp2uax7jBqF4DP6S0jJ87CpSSjRd4rCr2GwqZWVl2KxCkgCGLi23uYHL6cKQEpvNzP4wJEhDw6UZOBw2DAmaS0NVBDnnspg+dTq333obwUFBSISnJIFhGNjtNtxuuML8Aka+9BJNGjdBSkl6Rjrdu/Xk+uub0rhRA1OZWFXQNA1h8SRsNoWSEieqzWYmM3vC34ZnYnNpBnabzTqNgaYbaC4Xvr6+lJSUUFZWZon8mYaRsMJKNpvNfIuUVpkHt/6M8HAbNM1lGkaKgmFIVAWOHTvBu++8S7euXS2Oo+pRTnaWlZGTk1NeqkgROJ0uVNV0/Auh4nDYadu2LbWTa5rhLE3HZlNxuTRKnS78fB3ceuut3HrrLUgpWbTobVxOJ3369rG4IzqLFi1C13QMQ7O2c+au2WYTaDpIQ/f40N3jw2ZX0TRTeVm4x4w1Fk1PkUDTdAzDNL7Kypz42FVQzFxpl8tleSOkdR/McaZrOiWlJWiabhqdnvtvluMoKyv1UiuvAZ55+mmP0XSpZdcMlRqeZzwoMIgxY8dSvVo1HA4fdF1iUxWSKifx2muvkpGRiY/DQWhYOK1atyapchLRUVHlGwMBLVrcgKEb7Ny9m7jYSuia4ZmHWtxwAzVq1ACgVs2aYEV2LmUUJMTF0u7++0FAXKVYy+V08XE+Dgdjx44BaRAbG0tcXByqqiAN87lt3749rVq2wuGwI6XklltvITQ0jIcefNBzbdyUGcMal6o1/nHvoxSoUqUybe+5B1URJCYkep5fN2686UZ8HA7CI6O448476dPnCSIiIlm2bBl5ubkADLRCoBPGjycsNJiEhHhcZU7q1U2hcpXKtG7dikArbFiQX0RmVhaqTbmqYexrYjhVJH6lZ6Tz+qzXSU9Px+Hjw/33t+OOO+7ApqocPHgQQ8KvW7ey4rvvcDqdZGRkEBIczOAhQ/Dz9SG2UiUmTJxMcVEREti8ZQtIycujR1NWVoaUkiFDhvDa1NcwDGmRfRVcLhfh4eGMeGEEqUeOMnDg09gdDl599RWEorD/wAEWLVqEzWZj0KBnkEgCgwJp1aIFR1NTadeuHXFxceZiakhioqOxqypHjhyloLCQSrGxdOncCYfdztix43G6XMyYMd1aLAyvu/wqQyLZvHkLS5Ysobi4GLvNxoAB/YmKimbipEnUqFGdX3/djtPp5M4776BDh44gDb76+hu+/+47NE3Dx+Fg0ODBxMREM23aNCIiItmwYQNtbrrJ8miYYnD79u3nX8uW0aNHD6pXr+bpw9atW1m0+G2Ki4sJDg6iS5cuNGnSmPT0DGbPnsPZs2cJ8PenRs2aRISH07FjR8prTbkdHpKyklLenDef/fv3o2kaiYmJ9O/fDykls+fMYejgIWC3kZ2dw/Rp03i4Y0denzULCYwZM5b72t1H27ZtWbRoMevXr0cIQcMG9ejV+zHsdjuKIiq40yEyPJzIiAgKCwtJO3WK+fPeIjg4mH379jFk6BBCgoOY9fpscnNzsakqnTp3pnWrlthsKu+9t5Qff/wRVVWJiY3lmUHPEBYSyqlTp3j11ank5ecTHRVFQUEhCfHxgGTtunUsef8DDCkJCwtjwID+xMZW4vDhQ8yZMxfNMgw6d+lM69at2L59B+++8y4lpaWoqkqXzp3RdJ0FCxaQl5fHwKefoU+fJ2hYv8FF40IRgqysTN6YPYeTaWkowF1330X7+9tjd6gcO3Gc4pIyTp9J51//+hdOp4tTp04RFhrK04OeISEu3hpf7kWrfCJXhUluXfnjj2zftpUyp4u77rqLjh0e5ptvv2Pvvn2kph6luKiYMWPGsG3rVpZ//bXnnvbu9RixsbF88tlnrPxhJS6nk7j4eIYNe86T6fTaa1NJSzuFqio8NXAg1WvUoKy0jDlz5rB//35Um40bbriBf3btbPbTWpA0l4slS5awZu1abDYbN7ZufXEoxIs/DYoVnjZJ24I6KXWs/whURXo2eYaURERGoOsG8fFxxMfFeTYYFQ0It0HRuFFD0zjWTcPJkJLQ0DBCQkKw2VQ8StiXKcdmsztIrlXLatOT7HYx3GFfRaVy5SRzgyPLSehSSqKiI5GGGUFKqV0b6eY5WY26k6hwG3EXOLekhLAwU8xSIEzDrKK8kZQk10rGkOb62bLFDei6jkQQGhJCWGiI6Ywx3JmA0aiqwG5IDF9fwiPCQMpyuoUUBAYGEhgYaF4fhatmPF3T1d2Qkjmz5+AfEMD48ePo0b0bb7z+Bnv37EEAu3buRNd0zpw9y6pVq2hz00289NJLKIrCp59+SkhICC+MGE6vx3rSr18/nuzbh9atWlG5ShV69uhO7969GdC/P0MGD8bX4YOqKOzctYtTp0/z/XffERsTQ2hwML/u2IGm65SVlbF161YKCwqIjY3moQcfJDs7G03TUVWV48eO88bsOeTn5bF48WK++uork3wnIDQsDEVV0XSNwoICoqKiiIuLI/X4Cc6dO0dJSQnffvMtGZmZHh6XF1cPZaVlzJo5k9tuvYVJEydwQ4sWvPf+B0hpsHXrVvbt28+E8eN4amB/PvroY46mHuXIkSMsXriQHj26M3r0y1SKj+Odd95B13S2bt3G6p9/ZsCAftxy6624NA2X08mGjZsY+uyzXH/9ddSoYDRJKXlrwQKSk5OZ+tqrtGzZkgnjJ1BUWMjChYuQwLixY+jQsSOffvoph48c8SQhnDdZScnPP//Mhg0beHboUEaPHsWePXv47rvvcLlcbP91O06XEwS4nE62bNlCSEgwj/Xqhaqq9OjZg2ZNm/LJx5+w8ocfGDlyJM+PeJ7de/ewdNlSpDQ9blu3buH777/n22+/5ZVXX6OwqIiUlNpkZ+eyZu06ioqLGTx4MDGxMbw2dTqJiYmMGzuGzp07MXHiRA4eOsSxEyf5/vvveerppxk/cQKGrjPnjdlomotJU14lMSmJSRMncFObNhw4eAAJZGVlM33adB5++GHGjR1DtapVGTt2HEWFBbww4gVuvuVmxo0by5133sGbb85D1zVmzXqd+IQEJk4Yz6233sq06dOpVq0KHTp0ICoyksGDBpGSnHx+WM/twTMkCxYsJDcnm5dHvcSAAQOYP/8t1qxZg5SS3Tt3UVpSQn5ePiu+XUGTJk0Y/fIo/AICmDf3TYsYKz1GU0UIAWVOJ2tWr+a5YcPo2aM7c+fM4cyZM5w6dYqPP/qIptdfz4D+/UlPP8uMGTPo9s+uTJgwHkPXeWvBAgxD5+1Fi+nduzeTJk3E38+XDz5YghCQm5NDpbh4Ro8eTVylON5asBDDMJg+Ywanzpxh1MsjGThwAMuXL2fb9h1Ia0HRDYPt239l2Ycf8vjjvXl++DDW//ILRoUCtF5cfVxu0b3Y23Nx4Xb3MYr1e3mVFGEZXBe3XvE190Zcsby0qqpWmFcubw64PcoV+3X5z+cOZQtPkpP7ePN3xSzya3EmLkxGuCSFQVb8vyXkab33QiOunDOlejLohaJ42q14zdzX0t0PVbUhUMr5HJT/r2LbVwt/2OPknnQqEjHdNX6ys7PYvmMHby1YQExUFHGVYml9Y2u++fZbGjVuWL67E4Lk5GTa3NwGm83Oo48+wjvvvoeiKkRFRfPcsOcJCgxEKArp6elkZ2fzwZKlaLrOmVOn6NGjB5WrVEbXdapWrYrdZqNZ8+a8/9577Nmzhx49e/LiiOGcOnWauXPf5Ntvv2Xc2LE0a9aUL778wiKxQdUqVWjatCkulwu7zUbdunXYv38/ihBs37Gdzl06Uyu5FglxcTgcPhw/cYJKsbHMmzeXgsIi1q5dx+kzZ4mOjgZhbQG8YburArvDTqW4OD759DMQgvvb3cc997T1EBC7d+9GZFQUYeFh3HNPWz756GOeemogs2e/QW5eHocOH6Zm9Rp8/fXXuKlRXf7ZlaZNm2LoZqhj3bp1/PjTT4wbO4YmTZqgW7s8N38mrlIca9euJT4hnptuasPNbdpQVFzCr7/+yuuvzyIiIpKIiAiaNWuGTVWxqTbsNpspVQFgpf+2aNmS+g0bkZl+lrS0PGrWqsXx4ycu/tBCIIXA18fH42ZPSEggJDSMTz79lA4dO1KlcmUkBn379uXFl56na+eulJWWkp2TS2DgOQBcmovS0lKyMjNQVYWAwACefmoAERFRHDp0iNOnTzNm9MsEBwcRERFBo0YN+eGHH+jdqxeTJk8iIyOT3bv3EBoaytp160hNPcahgwd5fthzREZG0vbuu1n5ww8oQvDTzz9TvVo1brmlDYpio2vXztRv0ACbzcbM12fhcrrYuWs3wSEhFBYWomsGiQkJrFu7lqSkJG5s3YqWLW4gPCKCeMvjm5SY6NlFuo0n9+Tp0nU2bNzI24sXExwcRKXYSjzQvj0//fwzrVq39vCohBDUqlWTtm3bYrPZePihB3n11ddMTR6rEKk7nCgNab3HvF9DhgwhLi6OyMhIKsXFcTQ1FYSgVatWdOrUCZuqsnDRIpJr1yYgKIjTp05z2+23M/uNNxBCJSg4mGXLlnH//e3o1+9JEHDs2EmCQ0J48B8PEBoawsCnnqJfv37kZOew+uefmTRlMrGxlYiNqUSvxx7jg/c/YMzoURiGgU1V2bR5Cx07PEzjRo1QFIXevR9j/CWKvXpxdfB7Ft4LjQKPwe+WsLmgzcu1XXGseywUt2dJul8TnmMvlxn+nxgNl+IeXtQXqz8XrnDKv/tcv2W8iQrXSpx/vgsTP9zHCSsrD2GG0ssbK+/j1cYVG05SgHs/o7h1kwAUOJWWxqkzZ7m+SWMURTVj+XY7ubl5+Pr4EOjv65m8QkNDOXH8BJrLak1KhOVeU60JzN/fH93ioIDAz8+PiZMn4+Nw8M47b7Nhw0bGjBmNj68vQwYPsdzsCoqqEGiRX4OCg2nWvDk2m42PPvyQFStWoGkaGRkZTJkyGdWm4lY3VVRTEVa12Zg3bx4PP/wQmzZtJio6GgBd02nZogXTp89A13V8fX0pLSkhLS2NqtWr8+2333om8nvubct5mhHCsMi7Xhf6H4GUkhdffIHvv/uezZs3s2TJUlq3bsVDDz2IUATBwcGWrohCdFQ0e/fs5cyZs0ycPJnIiHASEuIpLi5CCiuVVxFUTkoyXc/WA7ly1Sqio6P48cefqFOnDr6+fpYBbHKHBj41gNVrVrNt6698/vkX1KhenYcffghd1/Hz9fWQD0NCQizOjvRoiBmGYe2cYOfOncycOYuUlNpERESSl5tNQIAvQkgMqZmGnbXjUxUFu91mGohWP3VNo6iwkNCwEBBmu6EhweTnFVBSWoYQCrffdgfXX3+9p+9vL36bjz7+lAceaI+P3U6wRTDPy8/Hx+HAbrdjSFBUlejoaPLy8sg6l8XLL48hNjaa6JgYMs9lUlZWQpmzFIfDgb9/AIrFywkJCcGQknPnzhEUHATW5slmd1A7uRaa5mLG9BkUFRVRs2ZN83yGgUvTGfrsUNatX8umjZv46qvPqVmrFoOeftr0urlM3lJ29jl27NzFrbfeAoDT6TJ5SC4nQhgEBvljSJNnEh0TxbFjx6xwgcW5khI//wBsNhuKENhtdlwul8lJspk8IkPqSGkVTTVAKGC32/EPCDCNK7tptOi6jpCS2JgY3P7/vLx88vLyWP7VcgxLc675DTcAkqmvvcrKlStZsWIF8+bNp0PHDiQmxBMY6I+PjwNFUXA4TG0bl+ZC0zQiwsJx2G0YBoSFhZCVleW5/0JAXl4eVatURrWpGIZBbGwMuq5b4/X/hxzEfzOkUe7JrJj+L4T43Qv55QwiN4/z30JcYHRcrr0r/P9Fzf9Oo/L34lJGYcUsYjf+bb8rXq8/+Hj8MY+TNINSp0+f4f3336dunTr4+do5e+YM8QkJVIqtRElpKZnncggMCqKouJSdO3fRuFEjNKNcVNLt8lOUCs48N6lMCGx2O4ah8+GyZSxYsBBd05gxcxaB/v7s2L6dhx5+2LwWQiCkNAmmuo6vnx+ay0WXrl246667KMgvoP0DDxAQ4I9LM/Cx23C5XGzctIX9+/bRuEkTNE3jkUceIScn14wpGwZCUahWrTqTJk1k8OAhvPLKFAoLCnnmmWd45JFHUFWTW1A7pQ7Bgf7eUN01QGlJKWNGj2H0mJd54IH25OTl0bNHT26++RaQcPDAQSonJWGzqezeu4faKSms3/ALpcVFjH59Bqqi8uXyrzhw4ID58Fjen4oP5YgXRhAfH0+HhztQs2YN2t57L0I3PDH8SZMm8swzg7jrrrZkpJ/lkUc6cd+992JIs4J6YGAgEsnRo0eoUqWKR6tENwwMlwtD0/Dz82XFt99yyy238Pjjj2MYOiNGDEdVbdhsNsqcToqLivDx8eNY6lEPoVo3TAVhzaXhcNioUrUK+/ft48bWrVEUOHz4MAnxSfj5+CClgjQkmssFQkERJi/G5XSaGxjF7YaXxMfH83/snXd4FOXaxn/vzJb0SgoJIYWSBCmC9N6LCqIIiAoqVhBRURQEpSMdBFSagAoKglQRERCkV+kQOkkghIQU0rO7M/P9MbubgHDEIx7O8dvbi0vY2WnvvuV+n3I/efn53MjNI9TdnaKiQg4fOkS79u1ZvPhbKlWuxLvvDEBRFL76ciGHDx8iIMAfS3Ex2Tcycfdwx2SQSExMJDw8nJiKFdizew+qqiIbBFcuJ/Pmm2/z5ltvcei331i6dAl+fn4kJ19mw4YNFFuKmUwbyf0AACAASURBVDRxIn36vMbD7duRfPkKTz/9NF27PInRIGMymbBYLGRlZzN//nwaNWqILOlxTf7+/nh5eWEymUhMTCQmJgabzcbe/fsoWzYMo0E3+Qv0xAEAIUry4VS1JKNQ7xOltWVA0262bt2025ZKSIyqQlhYWRJOezLo/YGoqsalxCQWfvklV1JS+Oabb3nv3QGommDjpo2MHzeecRPGod0mMMXXxwdfPz9OJZwiNDQU2SBz4OAhYuPiUGwqis2GzWojPDyMHTt20q59OwBdidmF+w5VVbFYbPbxVoxBltCEXqPOYC/94cL/Pv4acRK6kaz6g9VJnzqNkSNH4uXtxaGDvzFl6hQ8PT157rnn+GDwYOrUqcO1a9ewKQpdnnwCgyxAqKgoOiMX2LNhHGqoepaT0SDTpnVrhnwwhEoVK/LGG29w6uRJaj1Ygy+/+po27doSHxeL1WZFUVT27N2LLEmsWLFCrw4tBLm5eWRn3yA3LwcNXfvCZNQn04yMDNasXk1GRga1atYkKzOTL+Z9gaIoeHl56kHD6JlZNpuN6+npgIbVasFitXLxwgV76rggLjYWRXVkwjhcdS5r072Au4cbfv7+fPTRcOJiY7l48SIRERH4+HghyTLLv/+e8+fPc/XqVS5eusTMmZ9w6PAhrqVfZeHCBWRkZnE1JQXZYMApNa9pKDbFaQ01m82UL1eOhV/O58MPhxAYHMi5M2fZs2cPsz7/DD8/P4YOHUqd2nW4cPES/v7+hISG8uILz/POO+/SvHkzMjIzSUtLJyoqEhXFniilsnvXHqZPn8n8L+YRFl6OX7ZsQjZonD17luzsLAIDA/Hx9iG8bBgjR40iPrYKhw4dQlEUbIqKj48P3t7eTJ8xg+dfeI7X+73G8OHDyLqRiSxk9h3Yz+BBQ5AMRiRJ4suvvmLdj+sAuH49g+TkZIYN+whV0QPgNXvtq7KhwTzxxOO81b8/jRo3JjHxEp7ePrTv0I49e3bx5ZdfMX/+PC5fTiHhdAIGg4Hg4GC6de/OsGGjeOihmly6lMgVe5mDhg0asGrFSt4fPIioyEgOHDzAM88+RUxMJBqwYOFCTCYzhw4dwqZYMJtl/Py9GT78I+rVb8CFCxfx9fXDz8+XwsJiiouK+HjceF566UUA3nvvfYKDg9m/fw/vD34fWdZ44YXneb3fG7Rr24aMjEySk5J44/V+KKqCZrc66dpSGpKQ0TQFIVQkWc/wlSQZVVXsZK9kSrTZFD0mRZS4AtB0V4Sq6r+tJOmkumnTJqxes5YPhnxIZGQkW7dsodNjjxESHMylixcZNmIU4eVCOXjwAM1aNsEgSzpxc0InbGY3N/r26cPcuXM5evQY+fn5JCQkMGWKXm5CNkogaTRv0ZRly75j+PARBAWVYe/evRgMjsxK13xzP6BpGmfOnOG33w7TtWsXPvhgCC1btaJuvboM+2gYfV57jfgq8RgNRjRNAUoqYciSbjJQ7dpO3CZg/K9CVVWuXbtGUJkg+7p2r6CVyjq8/fNq9gAlSdIzSg0GY6nPb4YQemaejNAzWf8LEx6EdgdbX+KlJMLDy9nN38LuqrMHqJVy1al2q1PatWts3boVi8VCo0aNiIwsr6c8KyqHjxzl6JEjeHt70bZNW/z8fNDQ2Ll7J/Xr1iPlairX065Ts1ZNNBUyMzO5ePEi1atXY8TIUVxNSeHZns/Sonkz1q1bz649exg27CNuZGcz/4v5HD5yhOHDhlFYVMiN7GwaN2lMcvJlTiecZsfOnRw7dgxPDw9sipVr166ybPkygoPKoGmCuXMX0KpVK8aOHcunn32KQTYgBJw/f44NGzZy+nQCU6ZMYfWq1Zw9d45dO3fSuEljCgqLOH70KA0bNURRdSkFSZZo3LgxderU1jOb4LYxTopq4/y5C1SqVOm/slP8N0LVVGw2Cz9v2MSVlBTKBAXRplVLiq0Wund7ivHjxnH27Fk0oGXL5gQE+CPJcODgAY4ePkr5yEhatWzNwYO/Ubv2Q+zdu5+qDzyAt48PAL/99htR0dEEBZZB1awcPnoIm8VKTExFUlJSqFw5DtDYvXsPp04lUKZMEB0e7oC3pwcWi42Dvx3k+LHjVKpcif0HDmCzFvPuu++wd99e6tdvQHFRMUcOH6N2ndpomsbGjRu4cjWZmg8+SHhYBFlZ2cTFx1OQn89PP/1EXm4BLVq24Py5czRp2hiDwUzatVSOHT9OlfhYyoaFkHI1ha2//oqqQONGjakQUxFVhS1bt2CxWJAk3WoSEBBAlfh43D08yM7O5vixYzRs1NAZ26NpCrv27OXEiZOEhoTQokVzPD3dkA0S27Zv5+Txk1StWp2YmAqcv3CeBvXro9gU9h84yJEjR4iNiyM0OBiz2URUVBQFhYVs2fILGRnXqVGzBlWqxGMymkm5nMrmzZtxc3enXdu2XLh0jurVH0DTYP++A5w4eRJ/vwDatG2Dn68PaBKnT5/h4qWLNG/WjKKiIn7ZspW83Fzq1q9NxUoxGA0GVBucPnOGX3/dhr+/Hy1atiQwoAySgD1791K9WjXy8wu5ePEi9RvUB/QN08lTp2jYoAGybERVbCRdvozFYqVCdAUnWTp44CDVqlXF7OaGqqrs3LmLSpUrUpifh8ViIS4+1ik/UlhQyNq1P5CVlUWjJk2o9kAVQHAtPY1t27aRlnaFuLg4GjRsQF5uAefPXdDj4QwGFEVvz5oP1kSSBGfPnmXXrt24uZlp3bo1wcFBFBYW8uu2rTRq2AAPL0+yMrLZ8NNGii0W2ndoR1JiInVq17UTKBf+CLt276Z+vXr3JANa1TQkCcaM+Zj4uDjatWvDUz2eYeTIEVSvVpWfN25m/oIFTJ82lZDQUBKTkunfrx8mNzed2Et6iMHLr7xEzRo17MSJv5wl6XATappGUVERTz3VgwXz5+Nv1yq7F0hKTqKoqIhKFSsixJ3bsqioiD59+zJi+HAioyL157qNe+3zzz+nqKiI/v3724sp8zv9tb8MewxyYlIS4WFhmM1m5D/R1H+OOGm6P99BnByuuju9mINl6mmU2NOk9e/rGSLCXkka+67QbloXGja7ZPu11FR8fX1xc3dHCMGlS4lcTb1Kg/r1kSUZi8XCjRs38PPzxWB0BHmWZBIcO34Ms9lMeFhZCooKSTh5ijp1a2NyM2OzqggEVquV1NSrREdHo2kCm9XKlaspXLx4kajy5YmOjiL5SgrFRUVOt42mgSb0UDQN4aydFxwUhJ+vT4nWz23gIk5/HhqqXQOoxHWiaZBx/TpPP/00c+bOpkJMBbC7V9FUVKEgCxmbzYokyQghoSj6Pk9Isr0fanb9IHtcEaBqCoqmINvvoVskSrRaJKFX3Bb8fuBrmsbUadMoLi5g8ODBpY7Ytxp2jSghNFS7VdIxQeqaP6q97qHkjNnRd6B2C4WmISRNt3g49aEEQuiV1ku8T3Z1IccOR8OuG3QzSvqfqrcJUFxcjCTrAdKS0IUnNVXYr2Uv74HkzHhxFBoVdsVOXShUcQbIOqqSCwx2DS0Fo9Gx63a4IUvE6RySIkLolqCSYFsNNH2Doqo2/ZmFwGJRnBsVTdO1t/TnLfmju9wd37HHMaG/kyO5xdG/JMlQKpPHHqtif1fnnCaVHHfc1xHX5bBw3dp/ESqaqiJJekaUQEZIjufQ31FTb46L0VRHIVeha5IhUNH7JkhomqOPOrTGXK6gu8W9JE4ABQX5PNqxE4899hh+fr4smL+APn1ew9PLG4ulmHPnzlM2NJR27dpSVFzMoEGDmf7JNEAfO7t272XxokV89eVCZNngrEX3r/BH6vilg7wtxUV06/YUX8yf7xR5vRWOvvb7C3FH8jJ56lTKhobQo0ePO1qcACxWC716Pce4j8cSGRmFJEu3nT8PHjxIfmEhjRrUt8c9C0o/0j2J4PuLxOmutyZCAxlubjxRqplu19al3layCwuWZBLoLjC9yODN5mVNE8iSjCzJlCsXcdM1K1aoQMUKFZz/NpvNBAcH6Q9YcgX7/wTVqpYoQXt6ehPUtIz9HmCy78yMBiMx0RWcL2oymYiOjCI6Msp5bvlbnuNfwRXhdO8hkDDIJROcQ53a3d2dhx95BD9fP3tsiqYv1EIgafpoNxiMoAl7v8K+qDmIhbip7zpSg2W9t9vJvp6eK5U2b6t3jmSrWvWBW9wwULrkiq54riLpco66O88+BmR70U3Q03JLwyEwh1DtRMFh1dSfUePmGmaO93FqtNySlXLzhGufxIQuvlkyhvR7OhdyFHssYslv4Zho9ZAdB0lykALHTsk+7pEwGqRSc4Fkj/0odS/7JK2LQNq/az8bUUIusLef0SgQ3NxWQqIUqdGcMZOO9hel5wtNJ0WG27gvbhXoc6Ri69OZetP5zuO3zoVCxZnmLet9EQch1vSQBZ1wlSyUJQuK5FRfl4SEhuLsmwK5hBjDHy6yLvy9KCgs5LHHOqFpuuZcWLlyXL6S4jxuMBhIz7hOTm4ekhBoqkpgYCDYs8JqPliDrxYupLCwgJ836rpfJ06ewGa1MfTDoRw5fJj1638iJy+PiHLleLrHU5QtW5aMjAyWLFlCUlIykizToEEDHnnkYWRZYtf2naz94UfQNJo2bYpNUUBTKSjIZ9Xq1Rw6dBiAGjVq0OWJzsgGIz9v2MD27TsQQhBerhy9evXE29ubH9f/xLatW1FUhfKRkfR89ll+/HE927dvx8fbm7S0dF588UWn+OTtIEkSVkVB1VR+2biZH3/agKW4mIoVK9Lj6acICiyDkHQpFtCYMnUqQWUCOXkqAavVSutWrWjbru3v5sb/NP5jNt3bNuT9SNV3TM53OOwqk/m/AUfGlKenJwPefruEQ5SiMzo5x0lKHNYZ+1EcZzjh+KtmX1g1wb/Dgtu2afu7S/8OmqST/Vtq2N3V4qdJ9sX43x8/f3yfW9vJseFxNvQf44/i+/7Ke5Q6945j+U7veK/iDv/EczsJlyP5pXT/+zPX4f4uGC7cGWXKlOHtt97EYrUxaPBgHm34CE2bNQFAsdowmkyEhQajIpOYlISQJPbs248kSRTk5fLNt0to1KgRnp5enDxxgo2bNtH39b5Ur1qVS5cSGfzBED76cCgNGjRgxMhRTJ8+g48/HstXXy8iKSmJ4SOGk5aayuuv9yMyMhJ/fz8+GjaCQe+/T+NGDRg2YiQWi4WioiJ27t7NggULmTtnNmaziZdffg0fb28qx1ZmzrwvmDx5EuXCw/nggyHMnatngs6ZPZuZM6bj4+vLyBEj+WXzL3To0IGTJ05QNiyMLk88jrv7H5f7EQguXrjAxImTGDNmNJGRkUyYOIlJEyYxasxozp+7wPWMDBrUr8+mTZuIjIxk/LiP2bt3H9NnzKBRo4Z4+/jc17X6H+IMd7gASyxN92RidOG/GrcKtMFtgg1v6gt/wll+F0V57/RMd41/8x76uf+hTYeT3P1NdtS/8h7/kxppWqluWMqP+rcEcrjwn4SmaSganD13jn179nL+7DmuXUtFUVSuXL5MytWrzJ0zGx8fXzRVIzs7m99++w2haRRbLACkpadTWFyM1WajY8eOPNWtG6qq8e23i2nYqBGtWrcGTePDD4fyysuvUFhURLduT6JpgvNnz1FUVISXtzdXU66QlJxEnTp1aN26FUKSePPNN3nllVcxGo1s//VX3nzzTcpHRiEJGDt2NCAIDwtn6pTJWK0W9uzZQ2BgIKdOJeDv54+HhweLFi2mbbu2vD/ofRSbDX9/X7x9fPDz86VsWNgtXdhhGdZjIRyubVVV+WbxYtq0bUudunWwWRX69u1L7969SU9LA6fIpn6xxx/vjI+PL63btGLZ8uVkZ2fj4+tzX4fLP4Q4wc0Tj4s0ueDALZYTYXcf/U8uuvcD2i1ucBf+OuxtqumuRtd89b8Ph8iFqigs+noR1apXJyEhgSZNm/JAlXiGDR9Bw4YN8PTy1N3emoq3jw997XURNaCwMJ/nn+vN/n37UFWV8PBwPeRAFlzPyCA+NhbZXsvR08MDdw8Pcm7ksH//QRbMn09sbCx+fn4UFBSAkMjLySKifIRemkVIBAUH69pqBgM5uXlUiInRY/gQxMdXoaioiJzcXEaMGIm7uztly4aSeCmRnNwcTEYjE8aPY8WqVXz22efk5uby1ttvE1q2LODowfq1HL1ZUVQOHDxAfHwVvL29wBEziF4/s2Klis64UU9PD8xmMxkZmc74QEfGoZ+fnz0WUcZkNGJVbM4s2fuFfxBxwrUYunAHuBYmF/4X4LI6/c9CA4Tg0KHDnDlzmlmzZ3M5OZmPPhpGTEwMCMErL7/sFIzV7PHBGnrcj6qo9gLgElarTdcvlGUkIaGoCuXKlWPdjz/y9DM9MBnNpKWnk5ubg39AAKtWruSDoUOpW6c2xcXF7N6j66iFhIay9deteu03IThz5gw2mw1F1WtI7t67l7i4OAAWL16Mqqnk5uTyUK1avPTyi3h6ejBt2gz2799PwunT/LL5F/q+/jqgy/4smD+fenXroqk2VE21J6/oOnEAkiwxadJkhg0bRnx8PDarjeLiYgL8A6hUqTJnzpzRtcwEZGVlUlhYSNmyoZw5fRpV1a8nS5JTnkFXpb0Pv+1t8M8iTi78v0VJMO3tdvCl45hcO/x/Cdfm497jX7apiyj9EyCE4NjxowwbPoK3334Ld7Mb169n4O7uzuXLl4mKiuLsubPExcU5K2TcyM5k9qzPdb0xVeXM2XMEBPhTu3Zttm/fhk2xoaEgBDRq1Iil3y1lwsQJVIypxA/r1tGqVWvczEYCAgPZ+PMG0q9d48CBA5hMJlRVoUaN6syfP48xY8YSF1uZjZs24+HhgaapdHz0EUaNGo3Nrsy/cuUqRo4cwaWLl1j344/8vGEjicnJ7Nm9G0VRCCsbxuEjR1i4cCFBZQLZsXMX8fHxCKERFR3Nzz//jLuHO506dsQk6XFOkhB0eLgDkyZPpmnjxhw7fpy4uDj8/Hx55tln+GDw+0ycOImwsLL88ssWevd+jqAygdhUR7KEnuSjanobqIqKqipojpqM93GfcddyBACaS/X0nsAlR+CCCy64cH9xr+UIXujdm0aNGlG5UiU+mTGdgvwCBg8eRKOGDfnq669Z8u0SgoKD+eCDwYSHh3Pg4H4sFqtexkdViY6OIiY6Blk2cOjwEcoE+BNRvpzTLWWxWli9ahWpqek0aNiA6tWq4eHhRnpaBut+/JH8gnxat2pNfl4uISEhBAUHUVhUyA8//MC11FQ6durEtdQ0atV6CLPJSGJiEus3bECWJZ54vDOBAWVQFIXNmzeTcPo0tR+qRUT5CC4nX6ZuvfpkZmWxft06srOziY2Pp1XLFsiywGK1sX//PgAa1G+gF9wVQpdwURQOHNjP3r37iKtShWZNG2M2uyGEIDs7k9WrV5N94wb169enbp06gMSlS5ewWG1UiInm123bqF69GkFlAhHAwd8OUbFSRby9/mJw+H9KxwlcxOlewUWcXHDBBRfuL+41cbp85QqhISEcP3GcjMxMHqpZCx8fH2RZQlEU0tOvc+jwIapVq0JoaKhdz0u7KcFFVzERSMJe39Ipb6HZtb90TUSHNUZQkpAiywLHIVVR7W5AzZk4paq6rErpezr0v1RVQ5Yl57XtSct2DTOHNhs3BW07rqGqNl0qReiSL8KuZ+Zc24SukSYLoQeJ36RRptpdcY6A8N9nGSuKYhfzdWRTU0oj7t9cP/9TOk4uuOCCCy644MLtUS48HNA1kYASKTRN1w4LDg6mfft2SJKG1WZDiBI9stKCrE7NM3GLdI79mEBz1pssTVAcostC4BSX1EmJdpMgc2mi5hBu1QmU/V6i5DrO70qlWcXNDENyaiqVyGzcTGjshO2WM3XR3pJnupPquGTX3Sstcnu/7Q0u4nQfoGmuMsAuuOCCC/9ESM6ssJtneZ0cgKoqdjFbe1al3UrjFHq9raCpuO2xO1lcbhZi1c+V/qbsWKcY7h0uX/pZbnpeAeIuYipFabFfwMGvbleu5U9Du42EzV3gjsRJQ7NXDy/12X1M//snoLR4oMtF54ILLrjwn4XDQiPsyt2la7mVxl+Zn29buFYCUJ0WnhIB3D9//Ts9m4NIlC4FdDfn/d0oTXAcJa5+/6X7wy9KW9X+DO5InHJzcvjx8BGEEE4GbXNlI/0lOH3CNhupaWmcPXtWDwx0EVIXXHDBhb8VQtOwKQqKPXbo9KlTXM/IAH6/lt97klGq9hGAM15YlPo7gHqbp3Hh3kOPcbp+/To9n3nmT599R+Lk4elJ61at0IRAcQSDqXf6tgt3A8dgLLZYSE5OJioyyil+5oCkU+D784AuuOCCC/9gONxdQgh8fXyoV6+ufuA2XOXeTsPaTYUChPMfwnmc30UBufB3QbO7LZOSkv6tAg53JE5CSHh4eGAFVLuLUlNBdpHhfxsOs7AkS5hNZry8vPSMhlIWJ8mRXeAaPy644IIL9xalsrGMBgNubm7OLLDSuOcWJ3GLxenW2B6hcFOVg79SjsmFP4bdCmQ2m/l3HD7/Mjhcs4e3uQrf3mvcXGOt9BASQtySweCCCy644MK9gKZpN5EkTdXT7e9/zOn9vr8LfwZ3Dg4XuhdQqCqaJJA0XKrCfxGOIDlJEqj2AVy6UO2t33PBBRdccOHe4b4lOP1hxQKXlel/Cf+SCTk6meRax+8phENdzAUXXHDBBRdcpOl/Ci4TkgsuuOCCCy644MJdwkWcXHDBBRdccMEFF+4SLuLkggsuuOCCC3cBR/jKrUHmd3ueqv41TR8NzV55Qs/SczzHP1Wc+r/1ve4YHC5p+h9Vu1lpwgUXXHDBBRf+X0Lo5EXX39P/u6uscwFC2LPU/82saU3Tbiq7UiKtUPrD+4ObivrCHUQf/4Wd5jbkQnMWG1bvWMfufsFVq84FF1xwwQUX/gA6SdIoLCpGlmVMJuNtc3w0TcVqtWAwGJEN+hKrKSp5BUV4uLs7JRDueB+7tp9qsyEEyAaj85iqKFhtNkwmM5qmoSgKoBfaFUKncH9WWkHTNKyKgmKzYjabkOW7pAV2y5deRUVDoKLa6+7d/AiOzPHbl4Kxf+V35EkDiouLkYSE0Wj8w/fS200FTS+CLP2NZMtFnFz4n4CGXuNIkuzK6veotpFjVyMkgfZvWdHtNR0R9mtoyLLsvPbdXUFDU/VBr6kaBoOM5njXv3knqWoaaCpC0qupS9LvJxvHfKUo6m3lM+4FbDYbRqNMiSejREX5bu/nKKpqU/QiqvpCIuz/1vtN6Z2xJOxz9b+R0eToN6qmOUVrVVVz7o5Vu3VA09S7X4hKXVvvVyV9qfQ76pYHcdP3hSSQhLD/Rvrnt9ul631N76+3+61d+BfQNA4dPszYj8fRqeOj9HquJ2op6RghdJkZm6IwbPhIXnjhBSpXrgTopT3ee38QEydOoExgGVRVJ2F5BflkZmShaSq5ublkZGaSmnKVKykpXL58GQ8PDwYPHoS7uzsCwaJFi3Fzd6d7925oqsaqtT9gsVjo3r0r2i01UA8fOcLxEyd0glOq3xtkGU3TeOSRR/D28dbFQGWJCeMm89bbb+Hh4cG+ffuxWIpxjEGbzUaFCjFERUU520LVVL75ZgltWrciKDiID4cNp9/rfQgODkLT9PFntVpZunQp2dk3nGNbgD7f2McOQJOmTalerdpNzS0Jweo1a1FsNp7u0eMPfx4hBCNGjOKVl18mPCzM/tnfk8DuIk4u/E9ACMHcefMICQmhU6eO90yUVQhB39df58OhQwkNDf1TpMCxtM+ePZuKlSrTqmUL/ZM/6du+fv06hQX5lC0bjqraGDdhMl2f7ErFCjFOt8Cfud6fgSQEs+d+QfmICNq1a3vb76xb/xPp6Wk83eNpZFn+W6jcgYMH+eKLL/D09ETTNAxGI9WrVePhRx4h0N//rhZ5TdNJwamTJ6lYsSJubm7s3LmD3bv30K/f6xhNJo4dPUpsbBxu7u7s3LWLw0eO0rdPnz/9vEIIsrKzWL5sOfv27yfnxg38AwN5+qnuNGnShNSrKcyfv4BBgwcj//HlbsLu3bs5evw4r77y8m1eUr/3oUOH+eKLL3B3d0dRFCRJIjIykqee6k6ZwDJ3LBeSm5NLytUUKleq/Hv3igt3gD7wduzYyfTp03nzzf4sWrQYk8nMI48+gru7h71UlobNasFisdKwYUMmTZrI1KlTEQK++vprPD09MZlMFBcX4+5upthiY82qNaxatQo/Pz/c3N1xc3PDy8uL8PBw6tWtS0xMFCaTGVXVyMi4zr59+3n88cfJyMjAx9uHVatW8VjnzmRcz0ADzCYzPj7egGDP3r0cPnyYyPLlEeCsUKGoCocPHabmQw8R6+ONhkphUTFXr16lsKgIs9nML7/8Qnp6urMFjEYjLVu0cBInDTh86Ajr1q3j0UceQQiJkJBgvlu2lD6v9cFgsNe3tdlYu3YtdevWw8/XDyRJV2pXVTQgNTWVkOBgJ4G6qdU1jfRr1zC7ud31L3U6IQGrxWJ3paqoKs4N1L2Eizi58LfjXkzQqqpSWFBAXn4+qqreZIb9o+s7LD93+k5hYSFWq/Wm43eKXSj9uaPKYGFhkT5YpX+PVCxbthyzyUTvF1+guFgFVdN3hXATYfg7AiWFgMKCAgqKCp1V1W9tJ1VVkRAYZLtwK/e+JEVGRgaeHh4MGDAASQgKCguYOnUaFy9c4MMPP7yrPqSoKjk3bjByxEimTptCuXLlEJKEYrcOZWVl8faAd/hy4ULKRUSgamCzWm7rJrgbLFq0iGNHjzFi+DDMZjdOnDjOmLEf8+nMMNzc3O1Wp9tf+F+9T05ODleSk3Xyc8vpjnNyc3PIzMxkypQpqKqCTVFYuGAhI0eOYtrUKRjs7p1b+/GWrVvZt28fI0eOdDyIizz9AYotVpZ+t5Tvln7HqHn3lgAAIABJREFUiBHDefDBB4mJieH1fm9w7vx53nn3HUwGIwLBjOkz2bN3NzabjaysLHr3fhFN00hNTcXNzY0Xe79I9Ro1GDpkCCCwWi1069aVTp06IcmyTowlCVmS0DQVTVNRNSgsyKNXr14UFBRw/MQJwsqGMXzEME6dPElSUhKzZ83CZrVSt149xo4ZjSTJqDYbTz/VnUaNG2OQJRRV7+pWRWHkiBFIQq8KcubMGUaNGUtSYiL93+hP3759GDz4fbvFVN8eOuYeRVGRJYmsrCxGjBhB39f74ObhAZpKt65deeW1V4iNi6ddm7a6C0/TLfJPPPE469f/TKdOHSlbNgxJQELCad577z0WLFhAmaAyt+3rKSkpVK9e/Y6/zZ3GkaIoHDp8mKrVquJmMt+zvuCAizi5cE9x5WoKa1atJi09DV9fPzp3foywsDCWLl1KcHAIR48do6Agn8aNGtGsaVOEJLh44SI//Pgj+Xn5+Pn62gdXWb5fsQJvLy+OHT9BREQEQpIwGQxomsaN3BxWr15F9WrVeeCBBzAYDCAgLS2NzZs2cfb8efx9fWndpg2xsbEUFRWz/qf1nDh2HP+AAKrXqE5xUREtW7ZCU1VdJd8ed6CpGqqisHffPnbt3EVxcTHlIiJ44onHcXd3Jz8/n1UrV3Hp0iVi4+IoLCpCBRSblZOnEvhl82by8vMJDQnhiS5P4O3lzfLvl1O2bBh79+7BarXRrGlTGjZsyOZfNrN3717c3NwwGI107vwYsXFxBIcEs2bNWiLLl6dmrZoAbNq8CXd3Dx6sUZ31G34m4dRJTCYzLVu2oOoDVXFz7sz0GXL/vgP8un07RYVFREVG0qFDB3x9fSksKmDZsu+5ePEiD1SJp7CoCFmSWb1mDQ9UqULl2FhURWHDhp/xD/AnJjqabD9fNE3j7NmzrF+/nry8fMLCw+n8WCcCAwLIyMxg3bofuXDxEmUCA2nbpjUVKlYi8dJFTp48SWZWNhcvXSIkOJi6detSq1ZNQOPkyQTOnzsHQmB2c6N8RDkcJrvnevXkw4+GoSg2Ek6fZ8OGn8jNzSM4qAydOz9OYJkyrF6t79YPHDiIj48PhYWFpF+/zpJvl1K3Xj3Cw8OIjixPYVExX3+9iMKCAr759lsaN25EZPny3MjOBsBisbB7z2527tqNpqrUqlWT1q1aUVxs4ZtvviG8XDiHDh3G3d2dDh3aExcby5UrKTzwwAOEhIRgMBpo3qwpZ86e4/KVFGrXfojY2FgkSbB27RqupFwFcFqHunXtgmzQ2zzxUiIenp50fLQjFSpU1GNXVBWLxcaa1asJDAxg/4GDSJKgefMW1KxZEzQNk9FI2dBQvc9qGg8/3IFRo0Zz6vRpfjtwkO7du2Eym1FVhaXffYevjy8bN20k/Voan336KU891R1Jllizei2XEhMJDg7iiSceJ6hMEFevXmX9+p+4fPkyYWFhtG/fvsRN8/8EmqZx+PAhFn/zLSeOH6d1mzakpqayedNGrDaV7t278/333/PKy6/w7LPP0KplS3o8050OD7fn9JnTLPvuOwZ/8AGSMLBmzWoyM7N44YXn8fLyQgiB2WgAIVi5ajX79h8o2SQ5SIqmoSkKderVo1XLFmRnZ7N06RIkAR8OG8Hy71fQs1cvnnuuF2j63Dvr81klrikh+HrRYn7euMmeiWeHqnLi5EmMsu4uCw4J4fXX+zJq5Chee+1VCgsKWLjgSxRVtQej68TJw8OD7t2e5NDRE0yeNJnu3bvTskULsLusg8qU4aMPP2TK5GlYLTZatWxpv6fAYrHg5u7OoEGDefXVV2jUsAFLly2jTZs2BAQGALqL8733B1FYWGh/TJWEkyc5dvw4W7ZuBVGyBRjywWAiIsqTmZXFwIEDmfX5Z5hKEaTr16/z1ptvMu+LecTFxt3zvuFycrtwTzFn9hzOX7hA9+5PYTIaGTVqNLl5+Xyz+BtmzJhBzZo1qV+3HhPGTyAxKYncvHwGDnwPdzd3unXrSnpGBlOnfYKQBKtWrmLc+Al4eXsTGOCPzWpFkiTycnN49913OXvuPLFxsRiN9gBMTWX27Dn8smUrPZ56CrObG4MHDSYrK5Nft/7CrM9n0ap1a0JDQxgxbDjbft2GbtC1pwk7slQkQULCaYYPG061alXp3Pkx1v3wAytXrERVFEaOHMWu3bt58skuXLlyhc2bNqEpColJSfTv35+w8DCefLILe/ftY+GCheTm57Ny5SqmTZtG40aNiI2NZdTo0SScOklwcAh+vr4EBAQQWT4Cdzcz63/6ify8PM6ePcPXixZhsVjIy8tj0uQpFFuK+XnTJlZ8v5w2rVtTtVpVhg0bzvWM66V+BYmEhLMMHfohlStVonPnx/jhhx/44YcfUFWF998bxIH9++nWrStJScls2LABNI2TJ0/x9eLFWCwWcnJyGfvxxxQVFnLy5En27T9AVvYN+vTpi5eXF126PMG+ffuYM2cOsiz4+OPx7N27jy5PPI7NZqNfvzdIu5bKxcRLjB4zll27dlK5UkUSExNZuHABis2GpsHnn3/OjRs3kA0GbFYrxZZirFYrFksRFy5cJCIigtS0NAYMGICfnz9Pde/O+fMX+HzWLAqLClixYiUTJkwkqEwZoiLLExkZibu7O8GhoQSHBHPh4kXWrP0BhKBcRDkkSSKiXDkCAgJJTExi0+ZNaJrK1l9/Zdy48dR+6CEefLAGkyZOYvMvv5Cbm8vXixaxatVqOnbsSFFhIR9/PA5FVWncuBErVqxg3PjxnDx1mvyiIl54/jmaNWtKsaWYdevWISSJoJAQoqOjKRdRjoSEBH78cR2SLDFn7jz27dtHx46PEuDvz7BhwykuKsKqKHpwsKqyYuVKPvvsc5o0bYLZ7Mb7773H1aspqKqKzWYjOTmZlJQUzp8/y8oVK2neogVBgYEsWbqUxKQkJEki6fJlVqxcSfmoSEKCQ/D09CQqOhqjycSokaM5c/Ysjzz8MBarjaFDP6KgsIihH35EcnIyPZ/rRWZmBuPGj8dqteBIgf//AA1YtWo1FWJiGD12LOlpaezcuYvNm7ew7ddf+e3gQbp06cJzzz/Hd8uWowlBcFAIsbGxREdF4+3tQ5X4eOLi4vAPCMTf35+4uHjKl48EgfN37tChA+8MGMCAt9/W/wwYwIABA3h3wADeefddHn64vdO9ZTIaMBoMqHYC/kSXxzGbTfj5++Hp7oGiKM56p5IQPP7447z19lu88+4A53UHDhxITEwMxTYVVVXx9vImO/sGV1NS+GXLVrx9fZEMMmaTkS1bt5KVmYnZbMTLywOLTWHKlKnUr1+fkLKhbNmylW3bt7P111/Zum0bN7Jz6da9G59Mm8bBgwdRbAqKomAymujV81mef+F5Ro0azbRPZpBw6hQvvvyS05UmSzKTJ07ks5kz+WzmTEaOGIHRZCIwMJCZM2cwc8YMZs6cyYzp0ylXrhygsXPnTnx8fJANMpo9MFwDygSVoXGTJuzYvuNv6a8ui5ML9xRGgwGL1YrNauWF3i9Qr0F9ZElCkiR69+5Ni+bNEEIiLT2dyVOmMv7jjxkyZAhVqlbhevp1OnZ8lHEfj0NV9SDfrl2f5I1+fVEUlYSE02RlZzPw/cFUjq1Ev759cHczo2r2oGVNoGkqNquVvLw8nn66BzVq1MBgNLNq9VomTZpIzQcfxGZTOHHiJIWFBUiyjEGWMRpkZ2ySpmkEBAQwfsIEoqMiycvP59lePdm+bTut0ltw7Ngx5syZTWT5SCpVqszZs2cB8PX1ZcyY0VSrVo0bN27Q+fHH+XHdOswmA5Ik8dJLL9GgQUNAIy8/n81bttC37+tUsMfjNGveXA8wtU+K7dt34L2BA8nOzubK5ctkZ2ZSqUIF3nl3IAMHvku1qtWQZZkjhw6zeNFiBr73njOrxtfXl/ETJlChQjT5+QV07/EUW7dspVXrlpw8dYq58+ZSqUIF4uPiuHLlCjZFoVWrVowYMYLs7GwSExMxmUw8+OCDbNr8Cwg9mFiSZa5fz8DdzY2xY0aRmnqNrBu5XLx4kXnz5uHr60PlSpU5cuQI+/cfwNvHm6DgYMZ9/DG+fn40bNCQN996i9zcPDKyMjl69Chvvtmf02fOcPz4cfq9/gZCkigoLERTVYYOGYyfjzdjxowmPj6OnJxcXnjhecaNn4DJaERIEk91786LL76Aqukuv6+//ppmTZoQFRVJUmISqqri5elJ86bNmDplKo0bNyYyKpJdu3YjSRKFhcWsWLGCXj170rJFC2RZUCYomK++/JKqVasC8NJLL1KtalViYmJ45ulnKC4upn37dlSqVIkjh4/w6aefci01lYYNG/LKq6+gqSX6OnVr10GS4KeffyLt+lVmzPyEgoJ8du3cybRPPiE0JIT4+Hj27z/Ir9u2IUsSBlnGIEsYDAZ69nyW+nXr8VCtWqxZs4a0tHQQgispKcyZNw+DLJOXl8ephAR6dO9OQEAADRs2ZPv2HVSsWInFi7+hWdOmVImLIyE+jsKCAh5++GGOHj3KxUuX+OzTTwkI8CM+Po633nqb06dP42Y2U2yxoNpsvNa3D+fPn7dH9eouaj2GhH+0Ro0kBIMGDcJgkElNS+Ptt9+2J1HoUc6OoHxvL28a1KtPbk4ue/fuBTTOnD1Dbm4uP/+8GQ04f+4ceXl5rP/xR4Qk0bRpE3y8vci5kUPt2rVJT08nNTUVq2LDkYWmaRpuZjPNmjXBarEiyTJvv/0OCIGqqrz68st8Mn064WFleemll7Barb/LPjOZTPj5+IAQeoIE+k/m6emJPWCOnJwbLPn2W0JDQ0FVOXP6DN7e3jz4YHWOHT9O85Yt+Wn9evq/8RjuZjNTJk8mJy+PHdu2kXz5Mhs2rKf3i70RQrBv3z7i4uJYsmQJnl7e2KwWPcFBgCxLtG7ZgozrGUyeNIn27dvjbjY7kyxuCpXQVBKTEilXrhxly4ayd+8+6tari0GSQDYghMBmtbJp00Zq1axlD90QTquUJEm8+uqrfDBkCL2efw5TqczEewEXcXLhnuLV115l4cIvmTBxIhaLhS5duhATHYOiaYSHheEI0wsLC+PUiRMgYPv27XzyySd4enkBkJeX5/Tv60Gs+kDQgHnz5hEcHExcbCVkgwEVFQ0VgQFVg3fefpsvFixk4oSJIAQtW7WiRo0aZGRkEB0ZiabpAzg2Lo6jR44gSfpOTrklOwah8d3SpSRfvoyvrw95efkEBgZSUFiMyWggICAAhB40WT4yEkVV0dDYuHETs2bNxtPDAyFJWCwWVFW3HlSOrYRskFEUhQeqxLPsu2X2oNKSjDDHgmRTNSpXrkRkVBRnTp/myNGjdO7cGXd3d66npzFp0mTMJrO9nTQerFkTWdYzA1VVRUiCJUuWkJycjJeXFxaLBU9PT3Lz8vDw8CC4TBAAkiwRERmJ0WigRo3q+Pn6knjpElt/3UbXJ5/Ey9sbIekZfgH+fsydM5uvvvyKIUM/xN3DnReefx5/vwD8/f3x9fVBAEajgQYNG5J+PQNvb29iK1cmIDAAVdWIjCxPtWrV+GXLFgry86hSpQqRkZGcPXuWmIoV6N/vDTTAx9ub8LBQEBIFBfls3LiJyZOn4OXlhdFoxGq1oioqmqoSG1e5VPpM6Uw8oZN2Ryag0PtRSbConvYtS3pc0QNVq2IwGNBQia1ckWvXrmGQZSRJomzZUIQAby9PzGYTRUXFnDt7jvgq8VSsUIHu3bpyKTmZIYM/YJ4QPP3MM/oCq2kIIXH+/Dk+/XQmb/TvR1RkBPv2HyA9PZ0hH3yAbM9yUhSNvNwcvLy8nSnpmqbpsVpC4GY24e3lpVvr0IiIiGDE8GEoiorRKJNwKoHnnn+eWg/V5JmnezDwvfdp3qwZP//0E59M/8TucikZq+np6WRkZDBo0CBEKTdRbm4uo0aN4Muvvmb06DEISfDEE52p+WB1QEVIMiAQWkm//afCzc2NpOREunXtTkyFCphMJt2qg77YX05O5qPhw2jRrDk3cm+wfds2EJCQkICnpwfbd+xAaBqJiYkUFhaye+9ebFYLTRo3RlFUrqWmUj6yPHPnzCU9PZ3AwEAnMcvOziYtPZ0mTRohJL0PT5w0EVXVGDZsGO7u7gwdMpgXX3qFuCoPUCYgAKPBoIcc6EnIzJo9m8WLF+vXtI8Di9XKtdRUej//PAC/HTxI2bJl8fTy4rXXXuXMmbN8+dVXNG/aRI9pkmUuXLjAsWPHaNSoMQEBAQQHlyEqMoLvli6jdetW9Hq2J5IskZuTi8FoIDCwDKCRb7PqxEhVKSos5pctW/jmm294o39/Nmz4ibnzvuD555/DbDbfpEtltdpYvGgxPXr0wMfbiwkTJzFv3lwCAvyd8a1JyclcuniJoUOGOPuvI+tXCEF0VCQBAQHs2L6dFi1aOCNT7wVcxMmFe4qfNmzg9ddfR1MVrqZepX//tyhfvjxoGtfS0tD7tyA7K5OIiAi2b9vOnr17+XTmdLy9fbl85Qr9+/ezL3ICg8GAquhEACF4rlcv2rZrS79+fYmLi+Xhh9ujanrsiKZqrF6zlsc6deS1114h9Woqffr0pVbNmvj5+ZGaloZfQAACPVZHX6z07I7SWR2KovLdd8spLCri888/w2Qy8cO6H9mxYweeHu4UFOZzIycbHx8vQOJKcjK1atZk88bNnDh+nAUL5mMyu7Fp02ZWrPgeTdMnjvPnLxBbuTKyLHH69Gn8AwIAXRhP3wyWkCdZ1nVIuj75JEuWLiU3L58xY0bh5uGOr58vw4d/RFRUDAKVjZu3INtT0dEEBqPE8mXLKCgsZM6cWRgNJn7asIGNGzfibnanoKCA6xnX8fP3RbOpXL6cTHR0NG5uZrp2fZLl368gMTGRadOmobM6XbIg9do1fvhhHe+88w6SJNi7dx+zPp/F3LmzyczMRFFsmEwmVFVl+/btdH7sMRBgMhqdqdJCEjz66MN88skMzGYz/d94A6PBiKqpeHl6EBcfC5q+o9bsv8nPG/U4sLlz5uDv78fFixcZPnwEst1aKMtSSdvZ05yxE1AhSUiyhEM2x/EMwin1oCJJEp6enpxOSKB6tWoIJK5cScHPz0+P31AU3Q0gNFQNDEYjkiQxZ+5cOnToQMeOjyAkieioSBo3bsTRo8f0c+z3y8nNZfDgD3jhhRdo3bIVIAgICMDb25spUybj6+uLEILly1dSpUo8SUmXnX1RKhUhrpaSi5AQ2Gw2u0SHhM2mUiYoCLPZSE5uDjWqV8fNbGbeF18QFh5OXGycc0fv+L+3tzeBAQFMnjIJH28fVFXl2yVL9fi6tet4/vnn8fL04PyFCwx4ZwD169clJDT0/1VAubCPKw2YPn06fn7eKIrmzCf46KNhgMCq2AgOCmbs2NFYLDb69u3LG2/2p2qVBwCYNWcON27c4P333rXLfsgUFRWSeu0a/n5+yLJM165P0rRpM+e9Dx/6jfETJt4kK2E2m/XnUVWELGEwmOjbtw9XLl/G398fIUtOd5WqafTs2ZPWLZtjtanOOU7VVMaO/RhN6O48Nzc3+r/Rj7Efj8PDwx0vH28kScLDyxtZlnB3c6NOnTps37GTRo0bI0kSqqr3zbU//MCEiePt04RGWloalSpX1scLgNDHY3JyMh99OJyCwkI++ugjatV6kAYN6vPmm2/h7e1N927dnBsITVNZtmw5GRkZNGncGINRpkGDBixYsJA3+vXDbNbbY8yYsTzWuTPBIcHO/qiquvtRl4URPFSrJitWfk/Tpo2RJBlJ/Nkc19vjromTJkCx/13SnFbbf/h+w4U/iwvnzzN1yhQaNmxIenoaqqri5++HzWZj+fLlyJKEothYtvx7hgwdQnZWFvn5+Rw6fASr1cqyZUudg0ffdSv6omvvaAEBAURHRTN69BhGjx5DUFAQkiTz9ddfM2HiBBITL/HboUN06tSJ69ev62ZpL0/at2vLiOEj6PVcL3Jzcjhy+DCxsbFoqgaahiTpro+Phn7IzE9n4unhQWZmJocPH+bK5css/34F0dHRBJYJoE6dOkybNo1HH3mUY8eOcvLUKR559FHMbm4UFhVx6MgR0q5dY+2atQi7xUIIwYrl32OQJDKzsliyZCljx4xG1WwEBpZh06aNRJQrR+s2rUt0dmSJatWrMW78eKKjIwkrG4qiqDz55JNMnTqFLk90JS8/nxUrVjBw4LtkZWUxcOB7TP9kKm5u7mRnZvLbb4dIuZLCN0uWEFm+PCGhIdSpU4cZM6bT8dFHOXnqFEcO/0azZk0AQcOGDZgzZy6RUVH67k4qKfFgMBhYt24N7u5uxFauzLHjx/Hy9sZoNFOlShyDBg/i4Q4Pc/LkCW5kZ1KnzkOcOXPO7n5UnbvCuLh4cnJy8PBwp3r1aiB08qLrVtlF7ITkzAbz8vLCZrVy7PgxbtzIYeXKlXq2nKpgVSzO7B3QMMgSsiyzdu0anujSRe9Hqma3yhjRNI21a3+gQ4f2gN7HZFmme/cnmfX5LNzd3bHabCxetIgXX3wRRVExu5UIHer9UY/baNmqJTNmzCArK5OgoGBSrl5l06bN9H7xRTuZA5uiMe2TKeTk5lBcbGH16rUgBHXr1qNR40bMmDGTFi2ak5KSwk8/baRtm9ZcSky2x9zZF0ClhDg5Yp+EJFGQn8+q1auwWm2oqsLBgweJjo6hUqUKmExGHuvckcmTJzN27Me4uZsRQJnAAM6dO8eK77+nZauWRMfEMGfuFzRs0IAzZ86wf/9+unR5gkOHDnH16lVaNG9GUlIybmZ3DAYTmioQkgZ6OsV/Ykq575AlCaPBgNVqoahIT3V3+ClVVUWWJcxGE6qqYbXaWLN2Dfn5+VSIinISXQGg6hpfkp48R0JCAqqqYjAYnHFABrkkD1PnS6o9dkfv47NmzQYhKCoqsgs9CurVqwf16rFz1w7czCZsqs2eladgs1nJy8u39xt94ZaFbgl3bCIaNGiIg5tZFZWFCxbSskULp8Cnqqk0adyYzz77zJ7cICjIL2DCxElERUURGhICSFiKrVxOvkLzZs3RVDtDUEFDws3Nk3Yd2vPoww/j7eODTdGIiopmytQpFBcV2zclCjarjS1btrJy5UqGfjgUNzc3hBC89tqrDBo0mE8/+4zX+ryKm9nMc88/xwNVqlC6H0qShKopIDQsVpXWbVoRUb5cif6cUEH766HdLouTC/cUAwYMYPas2Xy3fDme7m5MmTyJ8LJhGAwGnnj8cbbv2EFubi59+/alSlw8AC+//BLLv19BeFgY48aPZ+PPPyNLEu3btyc8PNxp6q1VsyaBAf5oGtSoUZPevXtz6tQp2rVrR+3atTHIBt4eMIBvvv2Wr776Eh8fXwZ/MJjKFStSMSYGIUmsWLGCqKhoOnXqxOmEBABat2mNv78fQsg0bNQIRVHp8XQPiiwWFi3+hipV4vl05gx27tqNLBsYOWoUX3zxBUuWLqFG9RoMHTqEsmXDiIqO5Nq1a3y18EsqVa7M5MmT2LRps67+K0l07daNnzdupKCggNGjRlK9enVUTaVz58coLizgSkoKiqLQtl07vDw9EUJQJjCQXj17Elo2xGmJ6tGjB4GBgaxYtQp/fz8+HDqU2NhKWKwKjRs3xsPDi549e1JUWMCXX35F1WrVmDNnDju2b8fNbGb0qFEsWvwVi5d8y0M1azF8xAh9twr4BwTQs1dPIiLKY5ANCKG7DP38/fD392Ppd98x/ZOZ7Nmzl/By4QwZ+gGyLDFkyBAWLlzIokWLqFAhhoULF+Lj40tBQRF169fTXTp27Raj0URE+fLUfLAGbmYDFptCREQ56jdoCNiFP7US60iL5k25di2Vb775lgoVKjBt2jTWr1+PLBto364doaEhzv7n4+PFwIED2bNnNznZ2ZQvH0mr1q1QVBU/P18+mTaNX7dtIycnh/LlI2japCkIQZOmzfD18WXhl18jCUG/fq/TvHlzcvPy6NixIz6+PnahQJk2bdrg7e1J506dqPbAA3z99SJ27thJcEgII0b+H3vnHV5FtbXx356Zc9IrkAahE3rvEIp02yfWK1iuBRVQUESUZlekiaKIIoKICChivYIo5Uoo0lSKKC0QIARISAiknDazvz9mzqTQFb1e73mfh5KcOXv27D2z591rvWut50hJqYPL5ebKK6/E6/NRo3p1gpxODuzPsK+pZfMWjBj+GB/MX8AHHyygVs1aTJ40iYoVK1G9Rg1M/Qn06NHdDNW20OfKK4lPiMft8dK5Sxf27d1njqmm0b1bd/r06YkwjQ40a9acpKTKpKZ2tDyZkk6dOpGTc4LDmZk4NAcvjXuRt2a8zcKFC6lWrSoTJ04gNCyMF8e9yAfvz2P2nDnEV4rj+eefp0KFCn/4+vFXhERSVFzMbbfdblozLBZt6Doer5drr70GAJ/uZdHHi5n3/vtMnDCesPBwy0oo7Cyy/qzhXo+XhQsX0r59e1RLs/P8Cy8QEhpkbwRcxcVERUWZ35MS3eejTZvWOJxOMg8dsn9/JDOTjIwDzH1vLg0bNUQR/mSskldfeYWpr04FMLVGUuL1mnopn+6z84L5r0sIQcMGDbiieze2WRtAVdWoVzeFxKREfD6do1lHGD32SYKcTqZMmcz2bdswpGDHjh0cPHSIhpYu0G+UdGga06dPJygoiFUrV+HQNHTDMK3AQkHXderVrcuQIQ/x8pQprFmzlikvT6ZBwwZIKw9TeHgYkyZOZPhjj/HwkId5afxLdOzQEUUICgsLWbduHW63h6ysLBwOJ0iBIqBqcjJVk5PthLWXC0KeQ3K+P/0AycnJtmjLtDhZZuKAxel3QTd87NubTp06df52Jm/dMIXait/PLiWFhYXcfPPNPPf8szRv3hIwzbyKqtgiWhvWAi8w0+YLTF2GUEz7g66bJmDTj2+UHG+No65Le0ft0DFFAAAgAElEQVToF1gqitWGwLJ6SBZ//Ambt2zmhedfsCxC5un9C46imIuPsPqpCLM2laEbtvnLkBIhFQykvedRFcX+nl/06Ha7ufvue3jm6adJqZtiixftNqxr8F+HlFhlC/wuJUu3JKzPDVmmhqR/N+m3cihCQTcMVEWgG9Luu2q5sXTdsHdmqqUdM8fLvxOTtmvNzFSto6qqlSW5ZFxU1crvIoUl0Je2tsI8h2kW1zTVtDhZg3zo8CHuvvsepk17nTq166AoghJvhH83L0rNs1XS1B4r849ij5tR4nrzX4coWZ/8+Wj8LyTbXWcHAxhWJmfF+rlEbGHLaUXJnJkuUWnn3fHfg/7FUDd0FGFaGc2kg7r1TJTNyWXeqyVzJpRSY4mw7lfzuszknmXvTf9T43fBKKoodT0GEydNxu0yXSP++8rQZbmM9NKy7lnXUfp5tMZatZ4Z2+yL5e6TZTVT/w0ondNt7dq1tG/f/rzJVaWU5JzIYfob07nn3ntxOp32faipCl/+awmt27ShUYN6uD3FvDvnPbp07kzduvVtd5YQgjVr11JUWEjv3j2RUqDrOitWraRF8+ZERUXy5VdfEBkeQXKVZLMCgYRjx47z09afGDzoQaQh+eHHH2nRormdRykmNhZFEezZu5u0tNVER1egS+fORMdEowjBsm++JTa2InVq1SqxYgEIyVdfLaVnzx4kxCfYa8/8+fPpe31fgpxB5Oef5LPPvyA8PJzr+/ZFc5gWN4fDwbYdW/npx5+46cZbCA4OZv6CBeTnnUQCnVJTadK0ibmmYhKyvXv34vF47PEseecJe+0LCwsjISGBTz/9lC5du1K5cqK1lppH+osjn8zP59PPPuPaq6+iUqU4wNTEfrjoI9wuN7Vq1aRr1644NIe9Bpfct6XWFquW3oGMDBISEgkLDUG9hFdxgDj9B/B3Jk6ArU8ypTGS4uIiRo4azX0DBlC/QQOgZEGBUi8q+//+xQ2E5ZP2Cx5LVxc3i2aWLIQA0ighSSVS4RIoqkmSVq5cxY4dPzNo0CC7L+UfBfMlpZSpK2W/qK0OmhGwZV8oZYtdCjweN88++xz3DRhg5sIRJjEqIX3gJyvmy6hkcbFzS1nj4n8BSkPafTaJjzzz3OWnxU+E/MROKem7f2fnLxtTZhzwX69C6RXYnmP7+kuInZ9HCGvMKSUkXr9+PUuXLOXJJ580M5GLUsSpFGnyX38JwcGyPpbqn8RKKGF9T5aag3JD4Scf9nXapNo/9iULu2GULS9Tmtj5SZJ/PP1E3V8W6Iz7WVhlfcrNjf9exdKa+M9hGBZxKlfPzOxjCbEpTQLKk8HCwkKeffZZ+vfvb7pDS52zPEqPV/mNTEmf/zeJE5a1u0QDKcq04fV5rbI4BkKY7kvDkCiqBmeMdUnyWJMYS7w+HTBQVTCQKEK1PlPw+nxoiorkTNJduk2s+1+3+qkoplbI6/OhKipI/33ht+JKe94Uf2CCz2duZK21xUDi0MwSSOZzYrrspPRv4BQUNJOMG4a5rmJuFJTfUsTY6o80dBRNK/PM+6/ZXJesDaYiLE2UeZBu6HZVA5+vZJPmD/QpOYfV8J9KnKS5kwsQp9+HvztxKk80dN1nWyZK194627WXvx3LC1rLWqdKPUj256LMTVn+HP4XhO7z4fWaYubz9cV/fJlQ2fLE4hx9tn4AJB6PG1XRbL0TcMaL8Vztn+240sec/UV3JsqPod2uLPu7s13fGeN43iKl2C/40lYzP7xeD7rPsBLWlSW+Z/T5Ihbh8v093/f8xOms8pxS41D+msu05ydYFzF/JnEyzn59UjHvV/ybBGzyUv6eO1v7ZxD2Ms+dgctVjDMoqGw5i3PoO8oQ9LMu6v+jxAlzbHw+r0lqzjUnmATIhD9CsSTS62wwDMMk7mYmOYtEm9Y/P5k1LF3U2eoO+s8spU55Qgfg8+ll6iSeUQmh1D12rvWk5NjyG1qBNEr6dM5n6mJRauNxoefqXOtK+ePOi99JnC5a4yQkZs2lspu9AAI4A/6F3/wBVKXkNiv/cJfHORemsz3M0nzTWAYb8/v2X+fom9WOoqgEBZ0/wsLuizzH+S/QZ+uEADgdQWe8jC/qAb+I4y6WfJ9hUTtLu2clIWcjleXm+Hz9Kt+mpjrQ7KE/f99LzlP65X/hcTvfmJUhB+W3tvavy1uHLm6sysNsRz3PGJV+YVFyXOl77lL6aI+VIDgo1G7rQrjwtQhKF0P+byNMvwfSkGXWsLPBP8/2M24ZGc4HWzguBKCUms8SUiqse+e8SRzLbC5L5klTLyCCPke75a3vdrulyHP5r52bcF86LvTMn2td+TMREIcH8MfgAi/T/yj+Q8/bX+LaLyf+rHGUf+DJ/hsYwKX08Y8cqwDODb91CS59+KU/ncZvXB8uQ5RYeZx9rSpLnv9Q/MXv479UyZWLS41eEh59ccf/hn4A8lImTZj+39L6mwACCCCAAAK4OPzNNlV/c/xBxMkv2rV0ABe8J/yCL2yF/4WOB2xFfmlc7Kb+DLcFJf5Tf96Ms55VUIa0mdXHpZmQ7O9mUQgggAACCCCAAMrgshGn0kRk1549zPtgvqXAv7CLwh8xdOjQYf793XdlSExpFLuKOXXqFEIIsrOzOXj4sF2WwE9mfLqO2+vF7fWc9Y/H68Xt9Vphwtb5LZJ37PhRpk2bRsHp02WEkCW6HMg/dYr3575f0jcJJ/NPMWvW7N8xegEEEEAAAQQQwH8DLpvGqaiokPT0/eiGzldffUVxsYuftm5DUcwEV3FxcSQnJyOlwdKly1i7dq2ZU0dKmjZtyo03Xs+xo8dYt3YNXbp0sgu3mqHQAq/Px7RpbxDkdDJw4AOsTktj5YqVTJo0idCQYLDy3qxcvpL33n/fTiAI/giAEotQvfr1eeihB8sIlTMyMnh5yitERUUx7qXxjHziCbsUgt/KhAEOTWXjpg3UqFWdzqmp6IbBrHdmcejw4XMNTQABBBBAAH8BBLwCAVwOXDbitGfvXh588CGirbo7qqKwfft2hBAUFxXRtWtXRo0ahSGhTdu21KldG83hACkJj4zkxIlcTp7MxeP1kZd3EiklkZGRqKqGlDrbd2wnLS2NN954A4fTwbXXXMPijxezYcMGunTuZObNADweD9defTV9+16HrvuIiAhHNwBpsGLlKmrVqk3NmtXNXDCWLin9wEFGjRzFlVf2oX+/frz++jQeGjKEyZMmUiku3k4A9/2mDei6j3r16/Hhwg9RFIXCgiK+/vprbrr5ZtatW0vl5KpUr1r1cg1rAAEEEEAAAQTwF8JlI05CKFSvXp2Zb7+FM8hp1lcSZrD46jVrWbt2rZW3AmKio6gQE1MmBGHy5Cns3LmTnJwcnn76Gfbu3ctbb06natWqbNi0mSkvv8yYMWNISEhAGqBpGk89OZbRY8bi8/no3q2bHd4ppWT5ipXMmzePMWPGUK9uCsUuF3PmvMekiRPsRHpuj5e5c+fxxRdf8MAD99OzZ08UoTBo8AN8+NFihgx9mLvu+id9evcEAXv27MLtcrF79x58Pi/bt21HSkloaCi//vorSIkzKIga1ZLt/Cxng8/rY/eePZw6dcrSTZU61hKY/1HC9wACCCCAAOCXX39F1TTLs1EWgrKFvwP4e0FaeZyys7NJTEi8aG20H5eNOElpkJ2dzdSpryMUBcMwrMKFDg5nZhIXF4cEThcU8faMt/D5fBgIVCFQNY277rqTrT9tY+vWrQwaNJB77x0AwL+/W82MGTPo27cvVatWJTc3F6xsybEVKnLnnXcwe/Zs3C4XV119tdkZIejVszunT59m3LhxDLj3XlanpdGgfn0SEuKRhuR0wWnGjBmLq7iYlJQUPl78CYsXf2K7FjVNo379+sybN49fft3OsGGP0P+2fiDhs8++ICMjg/vvvx9FEWzbtoOePXvQu3cvu07QeU3CQpCYkEDVqsl2WYqScbykeL4AAggggAB+A3Lz8qhWrVrZQrwWzASLf6mg878p7IRqf/J5TeLk0Bw4HJdOgy5fHicJMTEx3HDTjQQ5g0oizyRs376drVu3AhAcHES37j2Y8+671K5Th06pqQhFITw8gpycHCIiItANiW4YGFISGxPD8MeG88zTzzBr1iwruVgJtXA4HLw1YwYFp/Lt3wlA05zcfPON1KhenTFjx6IIwdy57+HTJYoiCQ0JYfCgQVStmmxfgNenW3W1dAwJoSHBFBYXUVR42qxjJQW6NCguKqZSpUoYho5hCKQ08Hi8SGnWBkNw3iykQkBERAQxsRUsN2Dpz86dETWAAAIIIIDLg7DwMOLiKqGcJSv3n70O+7Ptmye/vFqsMsks4eJDz8/2/ctshZPSKNXun/neM6+pqKjoN13T5SNOAgxDp+B0AS61CCzLi78goX9YhBDUqVOb9P3p3HbbbSxYuJChQ4bgcGhs276dZs2b+ZvD6QyiWfNmSGDBgvn4fD4eeWQYL44bR2R4ONnZx3n8iZGW5aY6/jIPiqpYdXUke/buJSQkBF3XWbbsG267vb9JghSFOnXqsGfPHhYuXIBQ/QnprWKulph82COPkJiYxI8//cjs2e+iKioHDmQQERHBpo0b8fkMdu3aTf6p06xcuZKQ0FBeevGF8w+VUOwCtufMyhxAAAEEEMAfBk3VSur0lcPvJQiXXmnAsPiMqSMx09yUyiT+O2Hl/bb6drbUOeeu2CBKHXI5302Skqj7kpqdl4c8na1MVNnPTcJmGGb9PXmJ+Ucvn8YJs5rz008/jaaqGFKarjqng5Mn8+nW7QrTJGpIDmUcQNMc1G9Qn4pplVi9+juuvfZafvrxR6677jo0TbHdfGZBRIiOimB12hoiwsNJiKuE0xlE/ql8goKCzB1DKbbu8/k4dvQYr73+Or/88gsTJ4wnPDycYY8OJzgkhJtuvNHsi4CcnGz27tvHEyMfL2lCCFwuFy+Ne5GCwkIiIiJo2KAxL788Ba/XywP3389LL40nNrYCumHw2PDh9OjZg969e6Op6gVzwNo3ccCwFEAAAQTwH4NdY+2iytIYSCSKouLzeu3/K6JsIXBDL0mEfLY6lhJzc1/+GK/XR7GrmIiICKya5mVgGAa6z4fb4yYkONQqWC5wu1x4vB5CQsLQtDPLSEnDoKCwkNCwELPe3iV4IM38ihKXy0tQkJPf8tKSUuL1ejEMH05nsK0p83jceL1ewsLCUEuNh8vtRuoGQUFO1LNcz/lQcLoApzMIRVVRxLnr3v1eXBRxksL0CJb2RipnqOkENWvWZMZbb+IMCrIqSisIIfl2+UrWr19vmSBhydff0KhRIz76aBE7tm1j1cqVxCckoKoqDerXQ/fpSEDVFAzDh67rFBSeZtq0adz5z7tQVA3DMMjLO0mFChVQ/FXeBRhSx6EpvPf+XKpVr87DQ4cSF18JVVF55tlnmPrqVPr07kVkVBRCGPh0F6FhQTRoUA8Fi/QoAldxMUFBQTbDcTg0BLBu3XqkFMTFxeHQnAgBmqoSGhxMdFQUhm4ENEoBBBBAAH8rGPz401Y2btzIvffew/rvv2fnjp+5774BdqoaoQgO7N/P4k8+RVX9ko9yxAmoXKUKt/7jZn8cEEIxvTXffPs1s2bP5p//vJs+fXrjdDhNTiclhpSoqkreqVMMG/4YLzz3LMnJySAEP27dypvT3+TVV18hOjr6DEvLyfx8Bg4cyOhRT9C4SWNUHGVrZkqJYegcPpwJ0qCgoIjcvFyOZB0l68gRDh06RE52Ns89/xzJVZK5VAgh2PLDFmbOfIepU18lPCwMJCxc+CEHMvYzZvQYFEUghIKUBl63mwkTJjJk6BCOZB7B7fWUGb+QkBAaN26MlAa5uXkmX7De/9OmvUHHDh1o0aI5/qrZIaEhRISHmxa8y8SjLt7iZLFyeU52LsjLzeW9ufMIcmqmxckwUIViu8ukISl2udmzdy9IScWKFRn68MN8/fVSZsx4m/sfeADD0DmSlYWiKAQHmdXT9+7dzcuvTKFRo4Z0Tk0lPz8fwzBYnbaa5s2aWYRMQUodTVXYtns3nTt1RiA4kJHB/v37zUrTwG23387Onb/QvEUzgoM1NIfGkSOZLFywACFUsy0JHq+PwsIim+z5fDo7d+7krTen07//7eZNLcw0BZISVlxegxVAAAEEEMB/J0ztkYHL7WLOnDm0aNkCKSUVK1Tk/Xnz6NmrFzWqV7MLNGceyWJfejpt27QBWWoTLeF0wWkcDgdRkZFlynoZus4XX37O+/PmMXjQIOa+N5eI8HA6duyI06EBCkgoLCwkKCiI9m3b8smnnzFgwL0oisIXn39BctWqOJ0OvF43mmYSruPZ2abbzzBo374dHy36iISkBIRQUIRCSGgoEeERCCHYu3cfwx8dTnJyMppDIzg4hJCQEBITE+jdqyc1a9WiUqVKlzx+hmHgdruoUaMGJ0+eZPPmLbRp0wq3y80333zLww8Pwe12owiBqgkKCwqZNv1NIiMjCQ4K5qNFiygsKCily5JUTa5Ko4aNKCoq5NFHh2MYBk6Hg8KiIkJDQ1j8yWIWLFyIy+UiKjKSq6+5mv+79v/sKP/LQZ4umjgpEnTKJNQuA2FFx9WsUQ3V4UQIga7rqKpKYXExebm5GFISEhzMKy9PRtM0VE1DVVX27t3D4cOZ9OrVgwcfepD96encdNMthIaa1b3HPvkUXa/oyn333se3367glVdeRRoGYeHhTJv2up1eQAiVhMQkXOvWs+zrZei6QVBQkEngFAUJeL1eQoKDqV27FsHBFdB1A6cziAoVK6IIcziklLjd7lJZzwXHjh1jxIjHeWjIQ1x91TWY1ayxKlhjf88/FueD/zuBcNcAAggggP8M/OW9xHnepEJIPF6d11+fRlhYKDfccCOKENStm8Ld99zDm9On8+KLL+JwOJCGxOP10rRxIzq0b0d6ejq9+/Qxz2MYvPjiODqmpnJF1y723trlcjP1tVfZsf0npk2bRoUKFUhKTGLo0Ie55ZZ/8MADDyAleL0eRo8ew4H9+yl2ufB6vaStXo1uGBw/fpzY2Fj69+9Hjx49GDhwEG6Xh5tvvgVFUVAUBa/Xhdvr5ru01ei6TpDDyU033cKQIUOswYCGjRoxduxYHA4HqqKgqpfmJjsbcnJyeHzkE5w6mU9ubi7jxo0jMjKSgtOnOV1QwIQJk9ANnSdGjKB9h/a8OvU1fv75Zya/PJng4CCefeZpSz+NLdvx6joADqcDj9vNM88+TUJiIi8+/yLPPfcsUko2bd7M/PkLePWVV0zrn5R2mZTLIXAX8hwqtv3pB0hOTsawRFZSgJQKhjBJVPlTFxUVcez4cWrUqA4Iu4wKSApOF1BYWESluDgUISzfbIlhxuNxU1RYRHRMNHl5JsGKiY6xrDeQnZNNbGwMQqh43B5y83Lx+XQqVqyA0xmEqvh9zJbt80LVooU/V5LB6YIC8nJzqVateplDDMPg4MGDJCYlEeR0YhiSrKNZVE6sUrohpJQczz5GaGgo4WHhFzUpHq+XjIwM6tSufcFjAwgggAACuPxYt24d7dq1s9MRlIa5jktOnTrFO7NmsX37Dl584QUSkxJtj4vP5+W551/gVH4+I0eNJCE+gTVrVvPrr7vp3KUz414cR7369Xn44aFs27adyZMnM3Pm20RHRePTTeKz4KMPyTx8mGuuuZqkpCp+ExeHD2eydOlSKleuzD/vuovWrVpz6OBB3B43W7du5+eff+aWW25GVVVmz36XmjWr0aVLVypUrEh8XByGYVBQUGgRQzNQSgpQhEp6+j4mTZrM1KmvUqlSHELAr7/u5pFHhtGgQQNbrG2PhfVvXEICjz7yCJp28Y4qj8dDevo+pJRMmjSZ7j160KplC3SLSD791JMYhk7lKlUoLChg7vvzuPOfdzL9jTcJDQ2lUaOGAOYcSdOliRC0ad2aqOgo7rrrHqIiI1E1jZ07d9KsaVOEonDixAkOHTpEo0aNuPqqq+jRs6fZjj8YwOIABw5kULVqFRwO53kj4cvjokfAb2lSz2FxCg4Opkb1amZQgOJXygMIwsLCCQsPxzAk0p4UYSv0nQ4njigHUhpER0eb5/Mr2ISgUiXzRkCCw+kkPi4eoYgy1h7zZr60vBtCKISHRRARHllCtoRhf1ajeg3MmAJTFJiUmFiuBTMSIC4u7qLEhfa3SkcqBBBAAAEE8KfjQgXlJTBjxtscPHiQ6667jp2//sKOnT/b67dhSLp26cKGTRt5+eUpTJwwwZSEGAYpdWoza/Yshj86nMGDBlNYWMgNN1xPTHQUUpqC7a+WLqX7FVdgSMlPP/1ExoGD9vellAwZOoS8vJOsX/89bdu0o0aNmiiqwvHjOWRlZdG4USOEohAREUFcfAINGza0DRKKohAVGYVEN89nEbLTp04xcdJkrr3maipVqoQ0ACEQikqjRo145OGhqKp2pjZLYFuvLgVOp5M6KXUtobZCzZo1qZNS14yadzhIqVvX1nGFhobzyCOPsHbtWvbv38/IUSOZ9c4spCUG2717N8EhIVSvVo2UlBRiYqJRhOCJkU9QKS6eEcOH88TIkQhg0+bNfPrpp0x5eTKaw4Ghny2S8LfjMmYOF2dEk/k7qmqqWStOOUf4vT/ETFLOFyjsdlRVRRrSFoGBuORsn2eeV5bcCHaspsDvBjVdgAKJgiJKH1QWfmrFeY2+AQQQQAAB/LdACMEDDzyAy+1ixfIVnD59igULP6Rbt27EVaqEYRgsWbqUd2e9g8+nA9JMg4OOV/egqQ6GPfoId911D9IwSO3YEcMwI+oUReW5Z57B4XSQn59Pz+49SuqzSmnqkBRBZGQkui45fvw427ZtA2Dz5k3k559i6bJlSCnJyMjAMAzCw8JxBjnp1CkVh+qwrwEr+u/06VM8/cwztGrVihtuuAHLeAMITuTkEBkViTMoiM2bt+Cz3GF+ODSN7t26XjT5MCxSunffPvbt2QPA4cOH2fLDFk7k5uLQNE7m57NkyRIkEB0ZRdt2bVi4cCHvvDOLQQMHUi+lLi9PnoyiCHy6ztNPP0PzZs244cYbQILLXWy+dYUgyOGgWvXqzJs3D0PX8Xg8dOjQweYcl0r4LoTLSpwucIBNdM5NLy7Uhvnd8puE38ok/a7AkvNa/5ZL6uBv/9xlVAKEKYAAAgjg74aIyAgiiOCWf9xC9vHjfP7Z59x+Wz8SEhJwu92s/u47goODzFqpliVKUQW64eNw5mFee3UazZs1I7ZCLCNHjealcS+SXLUqQlEIDglhx/btDBk6hFq1aqPreimLkSAz8wjvvDOTKlWSKS4uYv3336P7fGzatInatWuxds1aEJB/Kh8jw8CQOuHhEbRt2xYtxIEZzWUaCPbvT2f8hAnUrFmDIQ89iKJodtQZwL696VSMrciuXb8yZ84cUlJS/MJhdI+HTZs20a5ta6Kjgy44ZhJQFfN9mXXkCBs3biT/1Cny8nLJOHCAnJwcDEPicrn4/vsNACQnJ1Ordi22bt3GdX37omiaaeEqlabAXzHEb7/wen243W5O5Jxg3rwPgJKcUM6gIA4dOsTGjZvo0KG9aZA5Txm0S8XlS4B5AVw0uZGlSEy5r/yxla3P1nYZ+xlCyHO65AJVt/8kWAuLP8HZpYy6/zvSWlD8kaK/Z+78bYmzJV75H0AZC/A5Pvut24qySQBLfuefswslufszIZGlNmIX+Z0/uP8XG6xyMe2UCV8/y7z8XSGEwNANVEXwr3/9i4SEBCpVrGivPaqm2JpdhLCykAvmvPseHy/6mOtvuJn7BtyHYejMe38eQ4YM5a233iQ+IRF/XF2tWrWYMeMt9FL5nxRFMHz4YyiWSLt69RqMGjWS4qJCbr/9Th4bPpykylUQQjBxwgTq1k3hur7XoSqqXSpG9/k4eiyL5ctXMHv2LIYNe5Rrrr7KJHnWDEorTH7Dho306t0LIVQ6pqYyaNBAy0ghOX36tClSx29AKLkfznYvCP/fQtKpUyc6d0rl+++/Z8eOrTz55BjCwyNACu4dMIDnn3sW3U7bIBk/fhyLFi020xmpoiQAyyJxpVFQWERwcDD16tUjP/8kM9+ZxQvPP09IWCjLv13O22+/za23/gPD0E3pz2UkT38Icboc2UX95Vr+EJxVPF7aylQS+iilX8UuODu5CuCiIfwBA6UgL3FcrS2HIqQ1LZc2J9L/+NvvuEtMGQuYQQj+fkurTfWvVSrnt1zWbzmNIe05KT0XUkp8us9KEGj+7oLRptaM+N3k/t+U/Z4sOVacuZD/Z+AnKGCcJXDmzKPN50BcSibC87ZlQiBK7m+EtUn4fSICiVF2Xkud9+9OnvzE0zB0Vv07jeXLV/DkU0+i6wYSH7/u3k2FChXsY80gKgXDZ1CrdgpTprxK40ZNzM/R6Ne/HxUqViQ6JtrUDAkVIRS8Hp3iYjNXkfBv5uy8RuYYK0Lg1By888EC4uLiSEhIxOlwIKVElwYGAs1yzwEUF7t47tlnOZyZSWZmJlOmvErLFi3LCL8NJEIYZOdks2v3LwwZMpjMrCMgpV2Gxi+TMa1h5v2Uvj+dsU8+ycNDh9C2bTvOdsf75TdCSIqKipk3fx733X8/EeHhKKqKlGYtWzNaTsVvWLIuv1SkupmuwTB8mNnVDVuHnHUkk5SUFELDQuneowdFRcWMHjOaxIREXC4X7747mxo1qlsbbQNFERZ5+v3P3Z9mcfrvwNmY2v+gGeEyQGL63l8a9xIzZsw494H+J+Vi25WS115/nfCwMO65555L7pdAsn3HTqa/8QZvvTUdoaiXPMNer87RrCySKldGCIVPrOLQ199wPYL/bK1Bf+mCyZNfxpCSxx8f8YeeTyA4XXCaEY8/bv0MmsNB40aNuK7vdcRVisP+4Hz9RiINyfHjxwgODSMiPJzjR7OY+vo0Rjw2nNjYCmRmHiYkJDLtAKIAACAASURBVITomFj2p+9n/gcf8NBDDxIdHWOe4k8mTyY51Jk/f75ZkeCGvqilXl5mp8zjNm/ewsyZM83QaEMSHBJMaseOXH3VVXbalYs9Z8bBDOLiKhEcHMKmjZtYvmIFw4c/SpDTycGDB4mPT8DpdLJh40Y2btjAQw899JtCy5csXcq/V61i7JNjiIyIshIlGgx79FEefPBBateuXRKl9HeEBN3QeXfOHObPX8BTTz9FfFwlfvzxBwqLXEyd+gr9+/cHSmt8BV8t+ZqEhARURcHr86EoimUIkKiaxtKlS3lt6lSCgoMQCDIOHuTGG28sdV6ThLlcLjOtj8/A43EzafLLbN22jTdef53gkGCbuEpDlkqdY+Lzzz6jsKiQmTPfZuqrU3n6qadp07YtlStXRlEUMwu5rtO9e3d2795FrZo1qVGjOseys1m6ZAmrV5tpC/xF73NyckzyIQSVKlYgISGew5mZtDaM89wDkqPHjvH4YyOoXCWJm2+62T5OCDPr+dm/Ju3xN6TB4cOHOHHiBEeOHKF1m9b2YZ98+hlXdOnCrl2/sm37z3zz9de43W48Xi9HsrL49LPPSe3YnqrVqlIlKen33AlnIECc/sfhZ+KGBE1V0A0DZMmuxGfoZroHShYH01siUVUFn1c30+JLUBQsc7NAUbDaNcWSCKxdjILPWkyEZVrwWxfwkw6/VcnqlxBmuwL/Tgx0f7BBGfMx+KzjvD4dVVXM/F1+l5EV6ampih014t9JIczvOB2a+cBatQrtfbWwrCtCkpWVxfjxE3nttVdBGvgMH1I30HUviqKiYgYyCCujvTSEdS2yVF/FmSTLKlNEuYVIYEbaAGiagmENijkeZo4TaUXimPoCaxG3JXvmou0fS2kJVP3XYy5i5vUL/PeBVfdRCHy6YZ0XNNUcE3+ki5SmuyL3xAnGjBmDROL1+fji8y947rnneW3qVNsS41BV8/6yAjsMQ1q5zMz5MQyDKVNe4eabb6ZFyxZ4vF6Ki4pwud14vR6ef/4FbrutH1d07YrP56WouKjERSakJbw1a2QKzDGX0ize7dBUdN2w7zvDmh9zrq35sNy4/t22n8wpijX+wlzwzXJQGrpu9tnr8Vgh2laDVmSUQGIYoKoq+fkncTocPDBwIF6fD4/bzazZszl8+DBDHnoIh0Mz72lhViLwevUy7l+rWhXFrmKefPIpJk6cSGhIGFJKil0udJ+X7FP53HvvAGbOfJtq1arh83pwezxlX2qWpbb03PojpkwNiUBVzf6fyD3BylWraNiwIXfecTtCVTF8Brt27aKgsNAW7To0FWlgjbeBIc17ULdqlXq8XlRVM8uIWOeW8NcnXRbpDQsLY/bsWSRXrcKxY0fZ9MNmhFS488476dGjB1Ai6G7SrCmTJk20vi78NlNM74V5bxnSwOE0s3fHxsbQv1+/MsRJYo7l0qVfExQcDMJcp2JiY3lt6qvEx5dsRgSC1q1aEp+QUEoDLKlVuzZNmzUlJDiERx8dxi3/uIVjx7MpLiqy1xIhBOER4aTUSWH0mDFoDgcVYmK46+67aN68ufmsIPD6vHz11ZdoDhXd0Mk9mY/b7aZF8+ZnELbyA6jrOrfccgudu3bGrJGn2NaonlaKgPKoVzcFl8eDIQ0Qkh07d/DLL7to264dHTt0sI/r06sXtevUYfHixSQlJTJk6FCqV69GWGgY2dnZ7D9wgN27fuXkyZMkJSahXEYLaYA4/Y/D7XGzbu06fvl1F4oi6NChA82aNmHbtm2cLiggM/MIWVlZ1Kldmx49uuFwBFFcXMTyFSvZn55ORGQkHTt2pE6d2uzY/gvHjh7lRG4uuSdO0KVrF2vhMF+Wq/69EoCO7VOtB07B7fWyccNGdmzfgc8waNWqFS1bNEdTzaLPGzZsxOvx0LZtG44eO07PHt1tf3f5sgE52TksX7mS7GPHiYmJonv3HiQmJuH1edm8aRPfb9hIpYoVqVatqrWTMigoOM23K1Zx6OBBYmOj6dylK1WqVGHHtm24PB7S96VzMi+PGrVq0Sk1ldwTOXzxxZccP3aMTz/9nE6pHWnatAkej5t96XvZt3cfvXtfiaqo5GSfYNOmzfTq1ZMdP//K2rXrKC4upkXzZrRr1w6Hw1mm/yfz81m5YiUHMzKoVKkSnTp3IrlKFXRD5/sNG/hhyw9oDgft2rWlcePGODSVI5lHWbXq3xzLziYmJppePXtSOSnRYkhm27m5uSz/djlZR48SHx9H7z69iY2OJjvnOCtW/psjR44QHx/PFVd0JTEhgaJiFytXriI9PZ3IiAjat29HjRo1MKTBmrWb2L5tG5qmkZrakfoN6mNIcAYF0axZU/zh1I0bNuSWW/6Bbujk5+ezevVqDh48RMWKFenUqRNVqybz847tFBa72LdnDwWFhURGRnLo8GFWrlpFQVEhrVq0oOsVVxAWGsrnX3xBZmYm361Oo6CwmE6pHWnfvgMhwSH4dB8HDhwgbXUaBQUFpNRNoVOnzoSGhvDd6tWEhoSyY8cOfD4fLZo3o3mL5rhcbtakpbHzl18JDQ2lU6dO1K9XzzTnWxuDDRs2UlhYwKHDh3EVu2jfoT0ej4f169ZTsUIFevXqRWxsLM2aN7cT7H7z7bfEVarEpk2bUVWVDh07kpJSx0610rhxI4swQlhoCE8/8yyDBw8mM+Mgq1evJjc3l8TERHr06E50dDQrVqwkMiKCzVu2EBkZiSIEx48f57PPPqNTp05UrlKZtm3bUOxy88UXX1JcXMySJUtp2aolyclVzegoAT7dx44dP5OWthopoVmzZrRr2xaJwbJvvqVSxQps2fIjoaGhdOnSmZo1zLx2DRs14qslS2jWvBlNmjSxnzuB5PChw+zdt48runYBYP+BDPanp9O5S2eWLP2GqMhIfvjxR2JjY+nduxdr1q5j3969NGvenE6pHVG1cta5vyAUoXDzzTdZJUEgMSmewQMfQNfNcHqfrpdxFUeEh1OvXr2LatswDBISk7jvvvvKRH35qVb/fv3sjWpISCgPDhpoblos8bj5keTKPn0oHXwF0LJlC8vlLXE6g6hZoyY1a9S0CLh/swpISVzFihY5M2jQoB7169fHLIJbkvOoXv1hdhqFsLAQRowYQbWq1S54jUmJSSRdk2RvxKXfwy6hX79bTS1TuYi3Fi1amNctJBKDXr16cWXv3iAUi/SZF9q+fXtAMnjwoJK2rTYqxcWRlJRImzatsZsXXDaN0+WN0Qvgvw4bN2xi6tTXaNO2LTVr1eaJJ0ayf/8BVqxcxciRoziVn0/7du1Y9PHHzJ49B133MWXKKyxfvpyevXvhDApi9KhRuFzFrFu7llGjR7Nu3ToiIyNsFZBhGLw3dy7Tpk2jdu06CEWxfe1pq9N46aXxNGnahDq1a/P4iBHs2PEzGQczGDbsUZxOJ23btWHSpMm8M3MmBYVFpqXEKBFSGoaBq7iYoQ8/wv79B+jWvRsHDhzk2eeeB2DVylW88OI4mjRuRFRUFM88+5xtqh48+CF+/OEHrvu/aziZl8+zTz+DguRfXy1h7OgxCAFNmzVj5ttv8/kXX+BwOImMisJAEhEehq772PD992zevJmc7BxeeWUKuSdOYBiSOe/NZcuWLeTk5DD80eFERkbQsUN7Zrw9k48XfwKU6AGllEwYP4HvvvuODh07cuToUcaOfRKXy8XHH3/M5EmTad68GfFxcYwcOYr0ffs4eTKfBwYO4uDhw1x5ZR/270tn/PgJZtLaUnM8fvwENm7aSNcuXUhP38/DDw/jdGERY8Y8ScaBA/S5sg8/79xpZuSXBtOmvcHCBQtJ7dgeiWTYsEfJy81l+YqVjHvhBRo2akhSYiKPPjqcX3f+WpK2w5I7SeBw5hF8Ph8+n49hjwzjpx9/om/fvuSeOMHTTz2Fy+Vi2bJlPDFiBLv37CE6JoaIiAgAwkJDCQ0NJedELpMnT6ao2EWQMwhDSkJDQomIDCc7O4d33nmHYpeLQxkZ/POfdyGlQes2rZk58x3eeustioqL+WTxJzz11FNUr1YNCTw24nEOHTrMN8uW8f68D+japQuVkxIZNWoUuXkn7DGTUrL8228Z/9J44uPjMQyDRx5+hNnvzKJN27asWLmSN996CwksW7aMf69ejaqpzH1/Hs+/8AKNGjcm72QegwYO5GReHoYh0a25NguaCg5nZlKxYkXycnO5++67KSos4NprrmH9unW8MX06hq7z8ceLGDlqFEhJcFAQ4RHhaJpGZKQ5Vnt272He+/MQQhAaHIKu60REhBMaFsaBgwf56KNF6LqPtLQ0RowYQZ2UFGrUrMnYsWNZvmI5p08X8Ob0N5kxYyYd2rcnMzOT0aPHkHcyH0PXSYiP5x//+AcTJ06ySl9gk6d9+9P58ssv7Tnfn57OR4sW4fP5ePvtt5k9ezaNGjdm9Xffceut/TiUkUGrVi2ZOH48q1enXeaV7PLDH8bu0FTLUqkgrBev6XK1dEoov+mFXJJe52zialBUBU1VbWuoUJQzrHTm71VLxF4qL5WkjJjbPqcUZl+laZ1SVAVFNa9BU1WwtU1KKbea9WwbZlqDShUrUqN6dctSef7rVlUzrYKqmnotKQXSsKzunGlxlGB5PazzYX5fYtbTM+30CgJTNK+qmq3DUhXFHitVMS3zqqIi7Dm61Bk6NwIWpwBQVBWvx02H9u0IGzuWkNBQPB43bVq35u577kbTNBxBQYx47DFuvuVmUlNTqZtSB0eQk06pHfl66VIOHDiI5nBQv149nn3uGSLDwzmQcQC3183Md95h5YpVjBs3nqpVkpEopQIIzJs+/9RpOrRvx0svjaNixYqsXbOGK67oyp133IE/n8qUV14xXzoCZKkHTlEUdEPnjttvp3nLlhi6j1v79+eJESM4dfoUX3z5Jbffdhs9evZASsjNy2P9+vX4dJ3b77idpk2bIpBcfc3VrE5LMwWJhk6jxo256aabcWgqVapMYdSo0dx84w20bduW9evW0efKPhi6xJAKAknjxk0IDQ3n5507admyBWlpaQwZ8hAfLvqY7j16cNVVVwNwW79+zJk7l2uvuZqwsHAwYN++dLZs3szsd2dRuXJlWrdqycx3ZpF74gSffvYZ9w4YQKfOnTGsHe68D+bz2PBhDBw0kJYtWuDzern11lsZM3YsunWMz+fj4MEM0tPTmTVrFgLJnf+8kzvvuJOdO8xEfoY0rR+jRj7OTz9uJf/UadakpfH8Cy/QpHFjGjdpChKKXC6+/OJLxjz5JE2bNEFKg63btvLNN99w3/33cTQri1GjRgHg9fn49ZdfuHfAABQB/W+7jWbNmiKBHj26s3zFCoqKzBwsDRo2ZOTIJwgJCQEJK1asoEPHjjRt2pSMjAwURSHI6eTKK6/k48WLaduuDZ06dWb//v34vF4AvktbQ4eOHbnjzn+iqSqTJ09i5KjRDB06FMMw6N+vH926XUFqake++te/yMzMBGG+KIpdRXTr0Y3I6EhMd4qBsGpPuj1uunTpQvdu3XB1dLHoo4+4+557aNWyBZUrP8NTY580KyFYfwSAlAwbNow2bdpQNyWFBfMXcDjzCIoQ7Ni+jdGjRyOEoKiwiCNHsxj+6HA0TeXRYY/QMbUjRUXF3HZbf16d+hperw9dN7jpppsYNHAgiqpQVFTE/A/m0717d5KSElm1KgcpJeHh4XTv2ZM3Z8wgtVNnalSvzndpqwGJpmksWbKUO++4g57de6CqKhViY3j//Xk0a9YMKXUGDryflq1aUKt2Tfr164fX67Vf1Fdd2Ydt27Yyc+Y7DB48yBLrGvi8JjEGLDe5bt17oGkaIx5/nNq1ayGQjBo1mrvvvgvN4aR169b88ssvdO/W7Q9f234rSgcnyTLJkf0Sg99vc1AUBXG+BJxGicTA/MXZjxOKSUZKlkQr7+HZ2vZ7xq2Nq6GXzqZtWa387YhSUX5CRWhKmTbt853H3eofRyEEpTlWaVJWvnuqFU0nhIaUOlJadMkir2cbiwtGkF5mj3CAOP2Po3Xr1lx/fV9ef+11cvPyuPqqq2jevBmqolK9enUcDg1Dl8RVqghATs4JNIfGsEeHU+xyER0VxYEDB/B5PUhpUCU5mRDLL4+AXb/8wqGMQ1SunER8XDw+HZRSSU67dulMYWEBc959l+nTptG6bVseGTqE9P37adqsuX1cSkodWzTpjxEq0fCY2efzT53i/vvuw+l04tA0CouKKC4qJDs7m5S6KfZD1axpU9atW4emarhcbgYNGmwWinQ6yc3Nxb/wVK9WzVqATJOz1+ul0Hrh64aBz2fWQNQUgcdnEBkZyT9u7UdaWhrR0VGcPn2adu3a89lnn7N161aWf/stDqcDXTfdNsWuYpM4ASdycggODiYiItJ05Sgq99xzD7m5JygsLKJ+/fqAmUy2SdPGfLRoEarDyYnsbO6+626Cg4PRNA1XcTE+3cCf3XjP3r1kHTnCLbfcYmmiFEJCQjiZf5JxL41j2rQ3GDZsOBEREQx84H4M3YfD4SC5ShWklGiqRv/b+qOqGgcPHmTShAm2e0JRFNq0aYPPpxMZGcltFskNDQ2hcmISmsOBx+PG43bx4IMPgZQ4nE5L9AoOVaNd27YEBwXb7jFkibbKP7l+gufP9CwN849h/f7AgQNc0aUzmqYiECRVrmLrurw+H7Vq1zbvGUUhJjoaj8dNz149OJJ1hJenvIzH7abv9TfQpnVry40mLd2TQoUKFVBVjZDgEJxBQURHRSIRhIaG4fPrvEr9DVCndi0URRAaFobmcODzelEVhTp16nD77XcggNCwMJKrmOWbioqL+XXXbt6ZNducY1UlJDgYVVVRhKBJk8bmGazr9o8BYL0IS85dxu3h10cJQVZWFnf+805bqNy+XTtefXWquZOXBkmVTXdKVFQkPp8PXfdh6AZenw+HM4iBAwcxYMAAGjVqhD8U3+8K8rtI/MQRIDgoiITEBKSEsLAwwsLCcAQFoykKoaGhuFyuC65NfzlcBrJUBuLC0Y4XqwE7IyBFCLsC2bmOFYhyEfCldKbA2RxSl65JM/WjQjmzP+dqq3TqASFUFIyyx9tdFiU//MkxXBdFnKR1zaX7dq7SKwH890BKyY8//kDrNq254frrOXEilwkTJrBw4UIMKTmenY3P6wMExcVFlnjZx/PPv8DoUaNo3qIFioAB991vlQkwkHhRVAnCFGknV63GpImTmDBxEtOnv8WoUU/g8+moluB28+YthIWHM2fOuxw7dpzXX3uNTz79lKTERPbt24uqmgLWrKysUg8TpiBVGqZ5GsmOn39m5syZTH/jDZKTkykoOM3d99xLcHAIYWFhZGRk0LJFM3wGZGQcQFUUDmQc4JUpU5jyyhTqptSlsKiIe++91/+sk5WVZWe8P3EihyCnk7CwUMv0rKL7fCgOhxWCbu7a+vTuzd0LF6JqKv1u/QdOp4PExEQaNGhAv363AoLMw4dYvTqN4OAQDKmjKRrh4WG4PR7crmIiIsKR0mDipElcf31fgoODOXQwg+rVqwOSjIyDJCUl8fP2Hcyc+Q6zZ88mMSmRY0eP8vDDw+wdpFAUqlerTrVq1Xjzzelmwe2iYj7++GMqJyXx9dKlPPzwUIQQHDx0iOeefY4pL7+M1+slNzeXqOhIpIQ3pr1Bz549SEhI4J577qFxk8ZIXSdtzVqzWLdqvgwb1K9nCquF30UrOXo0ixlvz2TihPHUrl2L7Owc7h1wH0KAy+PB4dBMK48i8Lg9GFJHKGY0kznX/kXeP/3mvWXuhs1FKDEhgW3bd3DllVchkZzMy8Xr8aBqCqqlufJnZTZ32gbr16dxzTV9uPPO2zh+7DhPPf008XFxXHPN1QjAZ7kTDFmya/YTODAT/Bm6F7Okhdm+oetIzAAF83gDh6aZ5AQIDgmhfv16+JX7/tfG+vXr+WbZMma/O5sKsbHs2r2bl14ab4nqJQ6Hw+67f0wURcHnMzB0sxyUlDpg4PW6TX2KkHb/ERAbE8PePXtpWL8BIElP30N4eBBOzbSWmoTMsN0e0jAtVYpldUqIj+eJJx7njTem4youBsARFMTp06ft+cvMzEQoZkAGfiucZTERQqCpCopQbA3P3x12aa2Sv2zouoFi6YpMi7lRquaqNEuhlIMQJZYVXTdsrZPfemQGMUg7KEIChj8gQgFDlwhprQ1CWsEIijXv2IESiqKClLg9Hvvek9IMBtJ1HWzrjyX2t2RH9nmlQFPBp0s7BYDu0+1gAX8wjjQ7iLAiPv1PhNfns1xsZqd03cDh0Oz/+0XrfzpbKoWLtzhZ/ZTmOATwN4AQApfbzZSXX+GB++9D0xwUFRcTHByC7vOxZctmvlryFfHxCSz+5FPTPZCYiJSSvLw80tPTWbp0KcePHwf8/m5pR+gYhk50VDTJyclMeGkigx8czAcfLOT6vtfx2OOPM3rkExQWFvDWjBmEhoTgdDrIP3UKpzOIZk2bMGr0GGrWqEliQgLzFywwK3ZbdRDdXh9er86LL46jU6dUYmLMkPTjx4+Tm5fHgvnzTVeOULjqqiv57LPPSUpMwu128957c638K1b0UM4JdrGLjz78yIw60XUQCtt37OCbb7+lYoUKzH3/fTp07IDDoREeFkpebi4bNmygWbOm1ovZfCgiIiKoVq0qq1atYs6776EqKjfeeCNjx4yhRvXqxMbGMH/BQqrXqEFIcDAvvTSe9h060Dk1lTp16jB7zlx69ujOrt17OJiRQfWqVbnm2muY+/48QsPCOXkyj3ffncOQIQ8hrIil7Oxsjh07zgcfzLNN+36SUbVqVaJjYvjwo0W0bt2KH7ZsYc3atVx/fV9Wrfo3xW43rVq24siRIzg0jZiYaFq2asUb06dzx+23kZ6+n7Q1a+jf/1Z69ujB22+/zYMPDqaoqIi5c+cyePBgdJ+VwK70G1EIv1wCr9fLsePH8Xg8LFiwEIfDgaIIK7mfZh0nCQkOIio6ipUrVhAbE2Nbm7A2oOHhYaxdu4aEhHhL22BaU1JTUxk2bBh166aQlFSZRYsW0a5dOyuSUFpuAgGKglDMF0Vubi5Tp77K7bfdjtfjw+P2EBwcTNqaNXz11dc89+yzKIqCpplWH12UaD2EAE1T0RxqCZnDfLHYbju/LsSyzJUhgGqJy0MIUwdiGAbZ2cfZn57O3Pfn2YVUy39fURSCgoNZtmwZ11xzNUgDwzDJm8OhEhQcxLq1awgNDUXVNDSLBPXp04fZs2cTFh5OkFNlyiuTuePOOxCKacVUS2VoFopiP8u6UVLjq0vnVNZ//z2fffoZIEiMjycrK4ulS5YSGRXJv776yqo1aqYt8NcXNfw6PkOCilXo/dLTI/zVccDKim2jDEMsedHXqVOHiIgIO5VFixYtqFbNjAabM+c9khIS6dWrF16fD2kYOJxO27A4Y8YMrr/xRmJjoq11+BRZR7LYvXcv1aom07xZc5CC7zduJC/vJBiGmaBTUWySrQiFqKhI2rRug1DNjeQPP/1An169CQ0LwzB0CguLGfrwUB4ZOoQmTZtaEZESVVVZsmQJbdu0JbZCBbxeD6v+nYbh84FFmlM7diQsLASkJOvIMbZt3267d4Vqhofquo6qaSiKIDW1E6GhIUgp0Q2dSRMncWu/W6lSuQqKIvjwo0VUqlSRLp07W+8AhzWS/zmJtvrMM888c7YPTuadJCoqylK3+/ldyS4poCr/7dB1nVP5+cTGxv5H+yGlpFrVZLxeHx99tIjNmzfTu3cvbryhLz/88CMJSYm4iotZunQJ9evV5/4H7ickJJRWrVry6aef8sOWLVx5ZR+aNGlCleQqOJwaMbGxNKhX3/KfG/gMg+bNW+B0Oqhbty47f95JvXop5OWdpEWL5tSsVZOKsRWYv2AhP/20lW7du9P3uv+jQmwF6tevz+JPPuHHH36gb9++bPj+e/7vur4UFRVTNTmZypUrk5ebS92UFFJSUkhMSmLxxx+TdeQI9943gNiYWBo3aUL9unUJj4hg3gcfkHX0KAPuvZfwyEg6p3akRs0afPLpZ/y6axf9+/UjqXJlmjZtwuo1adSsUYP806f54vPPadOmDXfcfjua5iAyMpLgkBA2bd5C40YNkUB8fDxVqlRBCIiMiiYxMZHU1FQURSE2JpZGjRuxePEn/PjjT/Tq3ZtbbroRTdPIPpFLowb1iYmNoVNqKtu37+Crr75CFYKHhw4hKjqahg0bEhYaxntz5nDw4EHuGzCANm3akJSUSOXKVfjwww85dPgwgwYOJDIqiqZNm3DqdAGJ8QnUrlWLDh07kLZmLd988w0RkZE8OWYU0dHRdOvWjXVr17Fs2TKy/p+9846Pour+//vO7G52U0nvCan03rsNEPCxogIWsACKBQREinQQFUWKXR4VC2Ch6/dBUOlNOgokQEglCem97O7M/P6Y3SUoPnZ9frofXr4iZMqde2fuPfecz/mcvDzGPDKGxo1j6dSxExcLLrJq1WpsdjtTp0wmPCJCb4eXJx+uXMWFCxd4ZMwYOnfpDEBFZRUd2rd37SadXgYfb2+CgoLZuHETZ1LPMPSuYQQFBtG6VSusNhvBQYHExEQDuvRETEwMqaln8DCZiY2LxVpvpWu3LpgtZpKSEklLS0fVNBLiE1AUhQ7t2xMREUHXrl34YstWdu3cSYcOHRgxYjhIBirKy2nTuhW+vn4IBCWlJTRp1oTuXbtQVlbOx59+ytGjx7njzjv1jE1No77eRrt2bamuriYiPJy4uDjQNErKymjfrh2+vt6omkplZTXt27Wjrr6OiPAI4hrHU1FRQZu2bTEa9J16aWkpXTp3Qjaa8PP1JTkp6RLZV+iyDuHh4RgMRtauXUdJSSnjxo3FIBto174tpSWlJDdtohuS6Nyh8PBwTnz7LZERkfj4+iLJEp06dcLT04vmLVrw7bffs5HRMAAAIABJREFUERYegX+jRghJD/UlJsQTHRXNunXrOHrsGEPvGsoNg25A0TTq6+po374jFosFRVGprKyiRctWGCQZP19fmrdo5iDoQrOmTbFZbXTo2JHomBgiIiL4v88/JyM9g8GDBxMUGEizFi2oramlTdvWyLIBxW5HSBJdOndGCEF1bS3hYWHEx8f/ZXMfQHZ2NlFRUb9bHbP16zewdu1aDh06xKFDhzh86BAff/IJR48e48SJE65/b96sGWHhYRw9cox3V6xg6LBhTJgwkS5durB3715SUlI4/u0JXn/1NQ4fPcI1V12NJAnKyyt48803SU5OZsUKPdlmxYoV7Ni+g5joaDp06IC3jxdCEuzdu48L2dkUFRVRXl7BokWL8PLyoqqiksKiIlA1WrRsoWs6KXZeePFFLuReQEiCf//7Hfbs3Uda2lmOHTvG4cNH2LZtO0HBIQT6+/PZ5//H8uVv0bfvdVRUVvLQ6IcJDgqioryct99+m0GDBjooCBrfHDzI/gMHaNqkCfPnz+eqPn3Iy8/n5OnTtGjZguefe55rrr0WH29vEJCVlc3ixYsoLStnyeKXWL36I/bv28fevXvZtOkzNmzYQKcuXfBv5P/bHE4O709ZWTl+fr6OsPgvOf1HykOnn88gOjratWPTBbQlVAFSg7Q/N3456q1WsrOySExM/Kub8kMIp57OCxiNJh5//HEuxZEvqck2hHZZIFcnUIKzBMWlneWPVSL/wfWucFxxSTH33/8A77/3Hj4+PpeFLv4bnC7wnwPXXTWNBQsW4Ofnx5gxY753n0ukdr3tl1FMflf8WkVsZ6bOr/lG/+s9f8Q7fqWU4l8MJxH1p5Tkr3Dcj4V+fvAsznOF1mDQrtDun+CyXCqzo/2s4y+Dszm/9zvj6pefaIuL8NswFiRdShN3QFN/H42lv17V/cexZ88eunbt+qvEQX8KGhrp58/z9NPTefnlZfomWQjQVOx2hbT0DKZNnUqH9u1p0qwpG9atx2QyERUVxcWCAq7q05uoqGhCQ0OJiYlGUVRmzZpFs2bN8PDwIC8vlz5XXUVwSCivvPwyzz33LKqq6dSCK8yn1/Xty2uvvUaT5OTL/l3/qVJaVsLWrV/SvXt3UlJTOPjNN6SkpDBs2F16ZqEj8Sc0LBSbzcbq1av1ZBVVYfg997Hps88QQvDgyJG88vIyQkKCEcA3hw7z8UcfExwSwrEjRwgMCsJoMGA2m/H18+P8+TTmzZtHSHAIkizxyiuvUFxcwogRw8nKzMJut/PuihXccMMNBAQE4O/fiGZNm2E2m3/bADm+g4yMTGJiojAaTci/4DX92V+8cBhLstto+nvDwdfx8vLBr1Ejl1jaz4fDuEK6zGj6MfzcSVVTNUJCQnAaZD/3vJ9rNMElgqsQAh9fH7y8vK5wn8sX9j/KaIJfQ8S8dN6v/Ub/6z1/5Fl/lx27JjkW/Z9o+RWO+7EzfvRZNIH+nko//74Nr+tMo3ad+wvgzN3/vfGL2yLRsA/E95aC38vY+V81mv5IaJpKZUU5c+fOJyQ0FD8/X6prqnXDBoEsG6iqrCA4OJiqqipysnO49bbbEJJEzoULdOzYgdtvv51GjRoxa85s6uvrOX78GLt276ZFq5aoqkJCUjItW7UiODgYRVGwK3YHtw0XbeDyNl1KrmiIi4WFHDx0iIyMTPr160dERAQJ8fF8++13PLNgAc2aNWXN2rW0b9+O4JBgvvvuJKdOnaZHj14EBgbzztvvceNNN+Hn5+vwXil8tPojjh8/QV5ePvv3HyAmNhaL2Uznrl3Jzs5GMhiIjI7G18+PVq3bsGfPXjRU8nJzWbt2HVHR0URGRLBw4ULmzp1LQWEh761YwcyZMzlw4BsMxr9e/8udVefGDyCE4IH773cR/vRFQieaXOnjuyxl1oFLNf4uv+73cSXv0pWOCwwKYumSJZgtv3Gn8TMxetQo3FuEvzkaFhTX+AeSNwWX6Q+5Cay/Gs7KBZqmUV1dzcIXFmG1WdE0jWPHjvPKq68xY/rTxMTEIIREs2bN8Pf350JuLnn5eRw/foyuXbuhaRr/+c9msrNzyEhPJywklMqqKpYuexmLpyeyI+lj3dq17Nq5E7ti5+TJUzw58UmEJLhvxAgKCgs5e+YMIKE5+JcV5eWsXr2a4OBghNAVvaNjomnWtCn7D3zDV19tZdzYsbRt25YJTz6JQZJ54403OHf2HFdffRU1NbV4mEzs3LWTtLTz1FbX8vS0aUTHNObO22/DarVhMhqZOWMGGRkZmDzM+PsH0L9fXw5+c5DKqiosBgP19fUE+PtjcBDiu3TqQGRkFNXVNUyZMhV/f3+MBhmEwGw2c9vtg/H01PXydu/arWcx/w/w49yGkxtXhMnkgcP95MCPGxF/hnkhCfGLanr9VujP78bfG/9ww/gyG+mPiiH+QyD0umoX8wtY+MJCFEVl8pQpvPXmm7Ru05revXoxdeo0pkybRovmzTDIMvl5edx7z92EhYayZeuXVFZW0qtXT8xmDwICg+jevRvt2rXDWl9H37592bx5M4qqS2UkJyXRtl1bNFUjLzePvn2vQ5IFIaHBXCzIw2azomlCF5NUVTy9vFybXruiYHBkpiUn6fzQ82lnAQ2z2cyYhx+muLiYDz/4gFatWtOnz1U8OWkSixa9yJiHx7Bt23Y+Wv0R4RHhFBYUMnTYPYSGBuuZsnV1JCYmctPNN6EoKomJSSx4ZgF+jRrRuHFjvUSNEFTX1HD48GFatWpFVHQU5eUVdO7SBQEoqk5gtysKZSUllJdXoNrtVFVW8r/yzboNJzf+C4R7HnXjb47/jYn4r4W7D34rBIJtO3Yxd/ZsBgwcyJgxD1NYWOTIijRw9z13ExAQwMTx41m8eDGJifFYrVbmP7MAWZKoratj0KBBbP5iC41jY+jWtTNHjhzj2PETXH1VH4bceQefbdqEM2u5Tbu29O/fHyEE69evp0vXrjRq5IuqKlx19dVcd20/NE2XLVBVlXXrNzBs2DCaJCc7eJ/ODFFHPVFN90yZTEbsNjtrPv2Uzp278NBDoxk/YSJDhw4lOChIz3xTFFfNyVEjH2Dzf/7DwoXPkpAQz8KFLxAYFOSq/+jMCrVarRQVFiIcUhW6+GydK5rh6+PLQ6NHsWLFe64+tdbXs2fvPoTQayJWlpdjs9v+sjFuCLfh5MYvwpU5Cz80sK4gXfILrueGG38ArsgBakAt/70FDv8X4e6DPwxnz5xhwoQJXHvdtVgsZoqLivUkDQFCSFx/fX+qqqtRVRWrzY7BIDPmkYcIDg5m546dgILBILNh/QZSUlIJDAzUqxoIgSQb0NALQDvFYTVN13IKCPTn5HffEhAQSEhIMEFBwYBD6sIpDeOUv5AEBkm+pDHlgKpqWOutbN++g8OHD/P42LG0bNGCuXPnEhsbw7XXXO04UvdUaZrG6dMpNG7cmKeemsjy5cu57rrrOJ+WxsiRD7qKqzuz8n18fAgPD3NR/DRVw8/X9zKdL/2ZHOK3QheJvefuu/Ewe6AqKl9+9dUv4qz+kXAbTm644cY/HG63qrsPfhs0TePBBx9AIFy1IoXk0KwSEhp6ZYJhw4boHhu7gobGli++QJYN5FzIoXu37hgkiYGDBjF8+HDKysv58MMP6NWrpyvhQ3XomlVVVbJ792527tpFhw4d2LhxI97e3nTp0pUBAwa42iUkgdB0bbHLy6WISxtbR7mWjz5ajaeXF88//zwXcnJ45JFHqaurw9vbm9KyMsLDwnVBIiHIyclhytSpLFnyEv3692XL1q08++yzjgy5YNc9nB4qHx8fAgODQAjsdruruoO4TKlcfz7JEVKsrq5m1erVKIqCQZa5WFBAclLSnzCaPw234eSGG2644YYbvwFC6AaKBo4Cs/q/6xUVdK0Hpw6iJIFVtSEETJv2NAj45JNPsDuEZDMyMjh29CgpqSns2rGDh0aPRlNVNFQ0obL/m72cO5vGzTfexNmzZ2iSnExOTg75+fncccedrjZZrfWcPn2G8vIyFEW5gk6RBqjU1dVw7lwabdq0pm+/fsyaOYvMzEweevhhunXtwtp165g7Zy7z5s3Dv1EA+fl5GA0GHn/sEXbt3MUXW7YQGRnJhAnjefPNN9m3bx9DhtyJxWLh7LlzVFdVYTDIrjtKDnK6kCROnTqF2WKhXds2SI76enarlY8//kQXt+3RA9loxCDL7Nu3jyNHj3L8xAlatWqpVyn4i+A2nNxwww033HDjN8JVw0/oXicPkwcJCQno0tGSw8OjOZTnDcQnxOHpaWbjxk1kZmQyZMgQvLy8+fDDlaxZuxZZlhn90MPIsl6WqHnzZnhZLNx4403ExsYQF9OYgYMGsmvXbmbPnsPuPbtJTkp0aWdVV1Xx6aefUlNTw0033URUdJQjRNfA24SGh4cHM2c+TYsWrfh0zRo6dOjAjBnT8W/kj4bGHbffTnlZGTa7DVVTucpR+PrY8ROcPXeWkQ8+SLfu3ZBkA71792blypVs3vwF3bp1Zfeu3XTo0AGAzOwsR308FQ2Ij4ujsKiIXbt20axZMywWM5GREaiqRlFhIQMGDnTUZVSxKgodO3RAUVVsNutfMbyX4WcLYAJobr3w3wX/0wKYbrjhhhv/APyRApg6NOx2O0LSeUlCEg7JArteWUHVxYIVRdHLDxkMoOpeKkXVMBmdZXf0jD1Fsem1AyUZ0Fy16urqrVjMHi5+kCQJVE047q+7vvTz9NI+TsNJb4uCEJLLM6aqKjabHYvF7Khjp9cwtFmtGE0el8lXyLKgtrYeDw8TiqIiJEfdQ0fNQ719kouE/v1CxJqDYK7XWtSfB011lCD6If9V6LrK2OyKq4bir+bI/kYBTLfHyQ033HDDDTd+Rzio2BgMTrFGvbqC7qYQCCG5DLaGhpsmhF44u4E7QwiQhYwsyQ2U3x1CvJrAYrbgoD45MulcZ+rnOK+tNrioUzzfwUPSvWUSkmzAIJsu/R6BQMZksvxABV5VwcPDQw9Pup5BfzZnuxv+vOz+rmdoICgrwCmgfEUOuON0o+GvN1v++ha44YYbbrjhxt8IP3BeiIb1ipyWRIMqBA6DyGn8/CiulPX4C6p5/KCmwC/Iovwx784/MS/6Rw2nuvo6Dh8+rLPchcOdhvhDS0z8U1BbV0dRYREVFRV/dVPccMMNN/6RSElJ0UM+svzHp7mL79XacRksDoPK+Xu3HMSfA4ehWlBQQFRkBPzCKi4/ajjJkkxUVJQjtVK3KVUh3EmrvwOsdXVIkkxoWJhLk8MNN9xww40/Dxdyc4ltHOvi8vyxUC93zfygPqKqG09uw+nPgdPD9yvH/kcNJ4PRSHBIiEv5E0ATkluw8HdAfX0dtXV1RISHueLBbrjhhhtu/HkIDAwkIjxMZx3/0XbTFT1ODdZSoXOgLgvfufHHwWE4WevrsSkKll/Y5T9qOEmSrrVgMpoAndWvE8bcPqffCmeGg/bDiLMbbrjhhht/ElT1R4jIvzeuaBBpP/F7N/5oCKFnKf7Snne7O/4qaLjDdG644YYbfyGEJNz2yj8cv2uoriFUAQqXezNlt+PpN8Ed8nTDDTfccMON///wC3IR9R+ae713ww033HDDDTf+ofjZhpPk8DAJt6fJDTfccMMNN9z4h+JnGU5Oo+n7P91www033HDDDTf+SfjZyuFOT5Ob2+SGG2644YYbbvxT4c6qc+NvBc3xB0D9m0tnOEpN0TBtQ3NL1P7+EJfqbf1PXu97+P47INyZ7r87NIfat16iTUNRFb2IryQQki5x0DABSNMctTeEI4vre+OhqAp2xe7K8NLQUFQVxVF8Vx9TDVVTr5gF1nCu0zT9OOd/3z9eVRW9aLCqOs5V0FBRLhW50+HQnhLiUvahsxiws12XH88P7ulsi6tNqoLkKHYsSfp19b4CRbHr/ShAdsghqZqKs0dsdjuaprr6XggNUF1t+jPhrlXnxl8KVdOrSeofkEPFVYMf1HX6hXAUCHJV5v5F5zb46KXfIvLyveKWv3cmpcDZf/rkh6Na+u+5Kut9oel3E1eodfW9Y/Vb//r7O++navzxZTCuAH0CV12V3J21w1TN+S45ipJK4teJJjoMXUXVLituqi+o+s303v61Vd/190FroBLn+sZ+g9ju9wu8/pOh9y3YbQofrVuHn68vXbt0pqq6hpycbECgaSpCkggJDiY+Ph6Ai/n5rFm7jj59+tCyRXOX4SIJiY8//phbbrkFg9mxJKugqSrHv/2WhPjGeHp6snHDJq6++moCAwMva0/qmTNUVVWgKHp5NL6nsCCERExsLEGO806dTiEtLY0bb/wXQhKcS03jmwPfMOyuYZddVyDYvHUL115zNSaTCRAUlxRx/Pi3XHvt1Xzf/tNUja1btiIkiebNmjoMRIG3txd+fo0oLi5h79693HzTv0AIqmtqEULCbrdRW1tLbU0NVVVVVFRUkJmVRdMmTWjdpg11dbXs27efNm3bsG7tOu655y5OnPiWFs2b8/a7Kxj14IMYjb+wZspvhNtwcuMn4dwhOSfiXzuJNjxPQ1/kszOyWLHiXSZNehKLxVM/UICmOYteyle832XXcvy/c2cmCdi69SvKysu4ffDtVzznv0EIwfn0dN57/30mT5qEh4fH5ec1rNf5X55VVfTJUwCpqankX7xIn969f/MC1PA5BIKMrAxWvPcekyaMx2T2RBaXvA7fH7Of0wcNF13QF95169bRpEkTWrZo8YOdtPPvhcWFHPzmEIMGXs/3ndmawzjW1J+4v9A4dPAwWdnZ3HrLLVccd7iyEXrZs11hjP5bH1z6Hbz++utc168vRqORNWvWYjAYXP9169qVli1bYBCGH+xy/9v1nQLCAIqqsm3bNvr17av/XdF3zAaDTFlpCdt27mZA//4/fO9+7Fkb9EtWVjafrllzyegU+s598K23EhMTc1nf/dzvQVVVZIN8her2/0wIfUtGRmY6Bw8exGKx0LRpU9LOnWXzF1tIT09HNhiIj4ujc+fONI5tjKqqPPf8QgICA5k6ZQqvvLKMffsPUF5ewf33jWD3rt1cP2AgZrMZIQRCFmRmZjJ1yhQWL1lCYkI8X2/fjl1RuPOOOy4bt4UvvEBNTQ1Gg+HSvOD4abfbMcgyI0eNIqhbNwA2bNhA49gYnN6kffv2oyrK5QVgNA273c6G9Rvo3r07BoNumJQUl7Br506uueZqVNUxvznuZbVaWbV6FeHhESxYsABVVTEYDAwaNIigoCB69uzJwYMH+dcNg6iuruHue+6h4OJFZIMBRVHwtFgICg4mIDCQtm3a4OXljaZqeJiMrFmzBgHs2bOHmtpavLw8iYuLY/euXTzy8MN/ulHvNpzc+EkIV2VvZ2rlT53AZYuWc4eGuLQoC1SEkKmpqeb48RPYbHbMZt316rynpgFCRVyp1I/mvKbjaqqi7+IFqJpeh6qouPgHi6nmcP26dvs/goqKco4fO4bNbsPD7HHZs+jVyJ3nqlwp4p1z4QKPP/44H7z/Pl7eXmzbvp3MjAx69uiBwfDDz87VRw06V+NHulpc/tv6eisnTnyLXVHwADRHH6I12HoKh7v/SgaH4966w0O7TJhVCN2zsu3rr1EUhVatWjbwaODqUyHgfNp5Vn74IVdf1QdPT68ftNnprhc4PGMN26DqBwkhuHgxn8zMzEu/09RLnkPh9LDpj3ZpDDXX+3Xpr9971v/SB/q5KgKJtPPn6VBSSl1dHbt37WLw4NswmjyoranhpZdeokWLFkwYPw5JMjQYN8f1NRWEfNml7XYbT0+fwSNjHiY8IpK0tDTee+89OnfujI+PNzNmzGTs2McJCQ4mLSOT9959l949e2I2m684RvqC1/Cdu7T1z8zM4JsDBxg8eLCrXZqmYTQa9Moi2g/PuWwcHJ5aHRLvffAB/o0aMXDgAGRJ/uEJrnuojrH4bZur/19QV1fHyy+/Sr9+fdm5cxeqqtCpcxcsnl58tHo1ERER9OzVk6ZNm1JTU8Wzzy3Ex9ub8U+MY//+/Tzy6ONMmDiBo0ePsnjJUqw2GwaD7Oqz2ppali5dyk033URyUiKSJDFl8iSefnoGbdu2JTkpSTewhEBTVRYvWkRmZgaJSUl4e3kjJEFBQSEvv7yMiU8+ia+PD5qmsXjpEnbs2MHZiAhOnjrNY48/xu7du1HsdlJSU0HT8PH15anJT2GUDaiqHsLTHB+c7nl1euRVMjKziI2JRQhBTk4ORUXFPPvsAsJCQwkMCuJfN9yA3W5j9py59OrZ03GuwMvbmzfffAPFbuPdFe+Tn5fHU5OforCwiBUrVjBo4PVEREQiSRJnzp4jMMif/9v8Obm52djt9fTo0YOCgkLKysp4cORIqquq6NS5MxPGj/9Txt9tOLnxkxACci7kkZGRgUGWaBwbS0hYGFWVFVRXV1NSWk5efj6R4WHENG6Ml8WCXbFz4cIFMjMz8TB7ENc4Dj8/P6w2O8UlJdTX1ZKVnY2n2YKm6nWaFEWhtLSYyqpqYqKjkGUJNN3tnZd/kfPn07DZ7SQmJhARGYUkNMpKSjl79gzVNbUkJCZQX2clNjaGK9E6BIKa2louXMghMyuboKBA4uPi8fHxAaFRUlzCyVOnMJlMrsVDkgQ2Wz1Z2TnkXsjFYrYQGxdHUKA/1VWVVFfXUlhcTElRMRER4TSOi6e+robzaecoKCjgzNkzNI6N5c4776CutpbK6iqqq6oIDw/DYDBSV1tDTs4FYmJisNttnDx5mrLycuLi44mJjgIEBlmfUFVVoby8gnPnzlFdW0t0VCSJiQn6w6mXDMyiokJqqmuJioqkvt5KamoqRUVFhIWHk5yUQH29lfLycqKjY1A1hbz8fDzNZgICArEpds6lZxAVEYmnp6dr/J2wWW3Y7TZSzpylpLiY0JAQEhLisVg8adOmNfMXzMdkMpGbl4csS1y4kEtlRTnJycmEhoUhhHCVuFBVlfz8i5xPSwMhk5gQT3BICKqmuTgbdruNnJwcTCYToaGhlJaVcvbMOaw2K0mJCQQHh1JaWoIKBAYEIoDMzEzCwkLx9PSirLyM0pJioqNjKK+o5OzZM9hsNuLiGhMQGISXxUxtXT3nzp6loKiIJknJrsXCarUSFBjILTffgsXTjCRJdGjfntlz5lBvtaNp9ZxPSyf/Yj7BwcEkJSbg6enNhdxcjEYDWdnZKDYF/wB/0tPTycjIQMgyCQnxzJ83F7PZg8ysLLKyskhNSQUgOSmJ2XPm4O/fCEWxU15eRkrKGaw2KwkJCYSHhyOExIWcTLy8vMjIyMBqs5OcnIS/vz9CSMQ1bszgwbcikC55wdCw2xUy0tO5WFCAxWIhIT4eL28vhBCUl5Vx9mwaNpuNmJhoQsPDKSoo4PSpU0RGRnDu3DliYxujaQrn0tIpLioiICCAhIR4PDw8qKqqor6+jsLCYoqLi+jUqRMWs+Vvazzt2bOHXbt2MXz4cExGI+fOnuX48RM888wzdOrUiazsbGbMmMm8eXOoqqwiIzOTHt278/577yOE4KYbbyQkJJSJEydw6nQq6enpjjCwRlFRMQuefQ6zxcLIkSORZRlVUYmKjGbggAFMf/ppnl/4HNFR0UiyjNFgwK7YWLlqNaqqMnv2TPx8G7Fj+zbsdoVGfn6ojrDg6ZOnmDNnDmazmXHjxpGYmIDNZuPxsY9j8TBRWVXFkiXLUBUFTZJQFYWT336Hp7c3siwjATW1tXx38iSffPQxp06f5qVFiwgNC+Xjjz+mXbt2BAeFcPjIEXx9fMjLy2PA9dfr87Gj1Ji+iVJQVYW3/v0Op06eZPi99/LNgQOsXbeeQTfcQGCQPg9IaDRq1IgmScmsXLWS6upqEpOSiY9P4PDhwwwePJjbb7+N224dzNAhd/5p4+82nNz4SZw6fZppU6dxXd/rqKyqZveuZ1i6dAmnT6fw5htvkJCYSGJSEq+8/DLX9b2OMQ+NZuOmTaxY8R433DCQ/PwCDh85wuKXXqSktJwpkyfTqFEjoqOj6d6jOxroH+h3J5kydSqjR48kLjYGHBN/WUUFT0yYQKcOHfD29ublZS8zd/584mJjmDx1Gj5eXsTExvLWW8vJz89n1apVCEm6YjRt+fK3+ObgIfr27cuWLVsoLSlh8ZIllJaWMnbsWFq0bElYSCiHDx/Swx0afLT6EzZu2kT//v3JyMggJyeHJYtfYutXX/PO22/TJDmZZs2b8/obbzDg+uvp1r07X2zZiqaqrF+/gVtuvonvTp7kTOoZho8YwbRp03jv/feQFJU9e/axZOlSXnvtNWbMmEFYWBhRURG8/MpSHnzwQW4YNAinh0EgmDptGoEBASQkJPDWm28yZOhQEhN040kIOH78GNOnz2DkqFGEh4Uyffp0ampr6dSpEx+uWkXHDh24vn9/ps+YwcoPP0Cxq8ybO5+goCBmzZrOxYICJj/1JG++9RYWTzOigTdNCIFskFiw4AXSMzPo2rkLq1auJCg4mPnz5pJ65hwvLFzIu++8w9KlS/nuu+/o3KkTQpZYsnQJy//9lmMS1/lsx44dZ+bMGfTr25c6q8IzzzzD4pdeAnR+k6qprF27jvXr1zN33hwqKioYN248TZKT8fbxYfHiJUyZMpnU1DPs27ePpUuXcPFiPo88+ihjxz7OgOv7s3HDRvbt28fc+fOY8MR4kps2xdfbm1dfeZVpTz9N8+ZNeWnRS5w9d44uXbrw0eqPyMzMdIXmJFnGYJCRJAnFrmK1WTE6PIbPP7+QrMwsevfuxfoNG/Fv1IgZ06ezbNkyUlNTCQgIICAggLCwMIqKivi//2ymS5cuXHPttUyfMZMlixezceMmSoqL2bx5M5XVVSQnJTJx4kQ+//wz6mprGDtuPGFhoURHRbNs6TLGjBlDn6uuYvrMWVjr6+natSvp6emUlZbyyquvoigKNkW0XudaAAAgAElEQVRBUVSXd0/TNExGA6tWreaLL76gz1V9yM7OobS0lBcXPk+91cqjj40lOSmJwKBAXnjhBaZNn0b6+QzOp6WRn5+PpsHIBx/g1Vde49ixY/To2ZOjR48SEhLCtGlT2bJlK++//x5e3p6EhYaS3CQZT0/z31Yx+ZOPPyEoMBBJQL3VyrFjJ4iKjiLA35+BAwZQUFiIzWZD06BXnz60bNmSc2lpzJ49m3HjnqB9+3Z88MEH1NTUMGXKFFavXImqalRWVfPU5CkEBwUxbOhQ8vNyEZKEqmpoqkrXrp2prq3isccfY9rTU+nWpSt2xY7R5MGcObNZtXIV99//IPfcfRcrV61myZIlunPR4aE0m80kJyZgcWyKduzcxaOPjKFt69YAVFRU4mEy6Z4lVaO2ro4dO3diNpvxMJno3acPx44dw2gwcM211/L42LEEBASwb+9ePl2zhjvuuIO8/HzOnj3L888/zxebN1NZWYndYbg5DXmBRH29jfi4xrRr04b/+89/yMrKYuq0qRw6eJCioiIiI8NQsFFbW8WOXTsYMnQY//f559jsNk6ePMmOHbuIjY1l0MABIAQWT8ufNv5uw8mN/wpN08jJuYAkSVx91dXENo4lLjaW6uoaVE2jsqqKp556ksCAIHr36sWsmTO5/777UFWN8eOfoG27dqiKwvDhI0hJSSUsLJya6mqWLF1KXONYUlNSUVWVI0eOsvzfb/PIo4/S77pr0cNfOgm3sqIcRVEYMOB64uPjiI6NoaiggLRz5/RrvbQIWTbQs0d3Hnt8LJrqCBs4iLY04J54enoxb/48ggMD6dWzB/fcO5zs7Ey++no7Xbt0YdzYxzEYjbz2usa2bdtc15ozZw6xMdGUlJYyatRoUlJSsVmtBAYGMn3GdHx9fGjRojmzZs7iur59efDBB9i1aydPPjkBH28vRyjNTuPYaLy9vdm/bz89e/Rg957d3HnnnezZs5uamhomThyPycOD7j268corLzNgwPUYZJ1fYLPZyc/P5+677qJd+3Y0b9GclJQUREI8dkXhm4OH+Pfyf/PQQw/Rr19fTqekcDolhddfe43wiDCuuqoPT016irvvvguL2cyxY8cJCQ0lOzubc2lpVFZWceTIQZq3aEaAfyMaRsH0MJ7KhZxcUs+cYcnixQQGBdDv+uu59557OHn6NAZZQhJCDzkAnTt3YurkyQhZYsrUyWzfvo2bbrrJ4c2TyMvLRdU0+vXvT2REFCHBQVTX1CCEwGazsXrVajZt2sTMWbNoHBvHa6+/RlRkJE9OmoimQatWrfjgw5U8cP/9vPnmmxQXF3M6JZWwsDC+OXiQfv36cejQIa7r25flby0nNi6OiePHIYQgNjaGFe++y4MPPsAXW7bw7jvvEB0dTfntg7lr2F1oqh6SKCwoYM2na9CAyuoqdu7YSe8+vRGSICgwiHHjnkCWJdq0acOYRx5lzMMPY7fbiIiM5PlnF2Dx9EJV7Rw6fIgHHrifxIQE7IqC3W7H4unJE2Mf4+R33/HYY48RHBxE2vnzKIqCJEmsXPURTZo04alJk5ANEslNmrB06VLad2iP3WbjrmHD6H99fyqrqrj/vvtJTU1F0zSOHjnCqJGjEA3I9fPnz6e2poaZM6YTGRmJqmmMGHEfF3Lz+Oyzz4iNjWXmzBloaLRp04b9+w4w5uGHyMzKIioykqFD7iQzO5v9Bw7w5htvEBDoz4ULuTxw/wN8++23KIqC2WJmyeIlhIWFOIjPzuDi3894GjV6NC8tWoQkCWRZ5rbBt1JVWYWiKJSXl1NUVOQKfSs2K3v37qOsvBybzU5mZgaK3cZ9943gpZeWsGHDBkeGrMDLYuGRR8ZQXV3Nq6+9Rl19PTnZWSQlJqJoGgUFF+napTNz5s4mIT4OFRVZljHKMp4WCyNGjEAIwTMLnqVf//7ExkRfNgL1VivvrFiBwWBA01QmTBjPgQPfkJ2dww2DBjoy6PTvWJIlfHx8eGj0KBr5+yNLgpOnU+nYsSPzn5mnF8gV+ua2pKSEu+++m+rqag4dOkgjPz9atWrB+x98gLePDwZZRpJl3WslCTRNEBIcRFJSIh+t/hiTycTChc/j4eFBeXkFS5YuZeaMqXj5eJKbd4Grr76KJk2acfLkSaZNmcLxEyc4cuQY+fn5nDx1Ci8vL3x8fP+08XcbTm78JHr26sWxo0d54MEHiYqKYuiQISQlJZKRcZ4unTsTFhqKqkGTJslIskxlRSW9evXk9ddeZ9GLiygtLaWmpgZFUZGEoHXr1iQmJCBLeoy+sLCQyVOm0qlTJxdhVlU1R1qvRFRUFH169+ahhx4mNCyMm2+5mWuuuZaXly2jefPmmDw8QBMkJibpGSf/ZZ7u3acPzz37HOfT07FZrdTX11NVVc3pU6e4774RGD1MoAm6duvG9m3bUTXo0aMHLyxaRPr589TX1VFZVUV1TQ2SJNG2TRt8fXyQDTJNmjRFCEF1VSVCklFV+yVxBKHv+jRNo1evnnzy8Ue0bduGgwcPMWH8eJYte5nsrCxGj34YRbGiCY2ysjLKysoICgwGdO7RkCFDmDlrFh5mM9f3788jY0Zz6lQqRYWFPPXUZDp27MigQQNQNcjJzqGivJwp06ahORbr3Lw8bFYb7dq357PPPycpKZEePXpw8OBBUlJT+WzTZwwbNkznjgndeNWTsnRD4sDBgzRt2hT/gABUFRrHxBAZFUVubh4REeEOHpNuqLZs2RIkCaMsExUVRV5+voOXpIcUe/bqxTffHGT06IcID4vgzqFDadWqJbl5uXz22WfU1tQwctQomjVrgqKonEk9Q0pqKvfeOwLQ21RQUECzpk0wmUy652nPXh4eM4b3338fu91O3sWL9Ondi7Vr1lBcXMw99wxHSBI2m43q6mpSz57D7OFBdHQ0BoOBAP8AWrRsiSxLGAwG7Iqie52MRoKCArl+/jxiY2PQgK7dujFu3Dhyc3Ox1tdTU1OD3W5HCIlhQ+5sEOrUw5MGg4MjpOlhSrPZQzeShEATAoPR4PAOCAyyxPYdOxgxfDhGoxFVVWnTtg3FxcWUlZUjSRLdundDkiQsZgsBAf7U1tYihKBjhw7MmzdXJ3RrenaWJMsMGDSQF194kZTTp6mtq6Ouro6i4iJSUlLo2qUzkqwnYvTs0YMOHTsiJIHBYMBoMiIkwZmUFGJiYvAP8AcEERERNI6L48zZswgh0atHD0JDQ/Vv929sNIFutGtCuOLYJpMJg1F2MEGdPDvNwSkT+Pn5oQmB2cMD/0b++AcEYvH0Yvr0p0HT2LlzF1mZuoHUpnUbnTPVqSMH9n/Dlq1fMGvmTIQk8fY771BaUkL7tu3RUJGE5Agtq0iSTM6FXNasWUP79u3Zs2sXBw4eoluXzlxK8dXo1LkTJqOR1atXEhgQwKAB/Rh2172EhoXSolkz0DRkWdL5oqqKkGTdQEJDFmDy8ECWZZc3E+CGGwZx4MA3bNu2jU8+XUNCYiKPPPIY1dXVhISEYFcUVLsdVVFQFX1+mDlzFjt27nSF8bZ9/TXBoaFER0VRWFDA2++8zdjHH8XL05tdu3fz/vsfYDJ6MOmpybRr15ZlS5fw2muv8/LLrzBo0ECd2vEnwW04ufGj0DSdd5R7IYfBgwcz4r4RnDt7hreWv0VtfS1+Pj7kX8zDZrMhJBmr1YqmaVg8PZgxfRbxCQm89NIizBYLjz76GHabDVXT8PDwQBICu6KiAmYPD2bNnsWaNWtZtOhFxj4+FmE0OGRENMpKy+jfvx9Dh97B2bNnWLlqNVmZGXj7+FKUUwSqimQwUFdfp7dFCH3HJEk4M0c0VBAwY8bTDB06hHbt2lNTXcOo0Q8hSTLe3t6UlJSi2PVMkIrycqw2G2gqM2bO5JZbb6HNE+OQJIlHH3kUWZZ0I7GqSg8Lqgq1NVVYrTaMJiOqqjgmFyfbSnMQ0yV69erF6lWreWv5v0lKSkJIMp6enrRq04bHHn0ETVNRNY3Tp09hsXihqnrGi6KqtGjRgvXr15KWdp5NmzZxzz0jeHLSJMwWCwvnzuHTTz5lwXPPMeGJJ/D09iQqOpIZ06egaToz+MR3J/H0NNOlS2fmzJ5DRkYGd991F1GREXy59StycnJJTEzijdffID4hkev798fuMDK8vX0ICtTd8s60Z2t9PVVVVZiMBlfaPo62yrKMQZb0BQYJVA0hDDhDj6UlpYwYMZwxYx7m9OkzvPH669TX1uDp6UlSUhL33HM3c+fMJSEhnt69e2OxWOjVqxeDB9+GqqjYbDbOpaUhJIl77r6LvXv38t133/HQQ6Np5OfHtq+/pklyMo38/TGZTFzX9zpuvPFGJEmioqKStLQ0Avz9sCs26q11GIxeCKFRWVlJfX09qqLoHKdbbsHkYbpENhcaZSVlLFiwgCeeeILGjWPJzc3jsUcfdXkZDEaTrukjQFMcpNoGfyQHbw2HEampKnrinW4gqxoEBQRQVl6KotoAQXlZKUaTAaPR4Mqak4SELEkuD5kkBJJB0jcTqA5jXaWsrJQJ45/gtlsHM27cWDw8TEyY8CRGgxGLxUJtXb2uh6Oq5OblsX//AQbfdqvr3xRFxcvbh5qaGpc9ZLPZKC0pwcvTk9q6eiye3i4jW5IEaH9PmUDn8xlkGUXR+XCpKSmknU8HTaPgYgERERGkpKSgaSqeXp7k5uVis9kxGI3UW60cPHiQtLSzHDt2lNraWs6cOctHH63ksUfHEhwcjCwbqLfWs/qjVdxx5x0gaciyoLq6muDgUHTGpoy+I5Ooqa1lzfK32LlzF3cMGcKdd9zOgQMHWPjcc4x7YhxX9emNpgkMRpnk5GR8vL0wGk1oqERGRDNz5kyOHjlK0+QmaIBBNrqyKGWD5PAgaiiaghAqdrsdSRKcOXOG6upa2rdvh5BlhCwz+amnaNokifETnqRN69aYTCZMBgMaCopmR9X0+WzsuMe48eabqK+rJzAogMmTJvP666+xbfs2OnXsyJ69u9FUiIqK4ureV/Of2s2MHjWKD1eupKa6Bh9fX+66+y7+s3kz/fr1A4cv+88w1X/xm+1OSP1nQZIkjh47zrx5c1FsVuLi42nSpCmlJcUomsq5c+fYuWs3hQWFfLT6I7y9vDAaTBQUFNC2bRt8fX05fvwExcXFrtCBkzAqSxIS4OvnR5s2bRn7+GN8/dXXbN78H6z19Sx9+RWOHT/OhdwLPPvsAsorKoiPSyAhPp7c3Av06NaNlJQUTp46RV5eHmvXrKW4qAjFrvM87HY7qqLyyZo1fOXICqutraFtu3aYzWb2H/gGm9WKbJDp2/c6Vq1cSXr6eQoL8/ns888RQlBZU0NVVSWdOrTHy9uHw4cPU15e7voOduzYwcFDhygpLmHrl1/h5+dLUFAwuqdGkJ6eTr213rH71Ce/2NgYEhITWb92LX1698Ls4UHHTp3IzEhHVez4+wdy6NBB9u/bj4fJwKrVq9n8xRZUTWP+/PkUFhYSHR1Fs6ZNyc3NBTT8/Hxp1qwpjz3+KLt37WLz5s1ER0VRXl7OhQt5+Pn6cu78edZ8+imywUDrNm1ACLKysujQsSMDBt3A119/TeO4xkRGhOPn68enn3xCZmYGKSkpFBYWkhAfT9v27cnKzGT79m0UFhSwZeuXVJaXk5SUhCyEg+CKazfqysBRVRAStbU1LFu2jNzcXI4cOcLMmbNQFYXmzZsSG9eYgoJCVE2jVatW9Ondm5kzZ/DyK6+QlZVN127dOJ+WhpeXJ0FBgezYuYPTp09hkGUG/etGvv76K0JCQvD19aVZ06Y8s+BZunXrhixL3HjzTaScTsFkNOHfyI8vv9pKRkYGzZo3w2A08OWXX5Kfn8eOnTs5ffo0kiyDEDr51ii7SK1C0j1wFRUVGAwGkpMSAcGO7dtd4eEGOYkOTofuvcrOyqaqslL/roTQ5SocmYDZWVnU1FQ57iNQVZVhdw9jw/r1pKenU1hYwLp1a2nZsiUhIcEOT9WlbNNLOa+XZuiGmXfVNbWUl5fTomVzzGYz+/buIzsrCyGgX9++7Nixg5ycHAoKC/jg/Q8oLirSr+UI1ZeWltCqdStKS0vZsWM7Fy9eZNu27ZSUltKqdevvSTNIf1ujyQlnVm5tbR2ZGRksXryEwIAAHhg5kpOnTuHr58eAAQNo0qQJdbV1fPnlV7pxIQRxcXHs2LGdps2aMW7cOBYvWUqz5s2YMHEiQUFBjsxglY2bNpF/MY/27do5Mho1LuZdJCoyUm+BY/wFUFZexrfffuegStyLp8WT3r37MGLECHIvXMBuuySueTY1hdTUM0gOqRQhCfr06snIkQ/qfKkGmkhOikNlVSVFRYUOkcxLkgcnvv2OgwcPoSoqRlnfnDVt2pSLFwvIy83lvvtG4OVpoUkTPenikhQGVFdVs+SlxVRXVREUGIwsy8gGAymnT/HOO+9w8823ICQDAQFBZOdkY7fZ+ebgQVJTUrjxxhtB0/jiiy1IksSWLVtRFDt/loXyszxOqgCFy5vkLr3y94cz3fWGgddTWJDHU1OewmazERISxpMTx3Ps+Ak6derIzp07efOt5fj5+vLEE09gMpm4d/hwlixZipeXFy1atuD6Af3x8fXCy8tMdEwkCBU0CbPZTEJiIrIkkZCYwHPPPce7K1bQtl1bci9kUViUT88ePenYqQOzZs3EbleJCA9j/ISJREVE8vBDo1m48AUkSaJTp04Eh4QgyzLBwYHIsoYQCufT0oiOiUaSJG688SYmPzWZRv4BdO7YiTZt22I0GOjSuQtpaeeZOnUaHmbdIyMJaOTny51DbmfSlKfwMJpp1649Xbt2xcfbm4KCQrp27cpnmz4j7fx5ggICWLZsCRaLhbDwcG655WZef/11Jk2aRGh4BBWVVTimXO5/4AHeeO1Vrr7mamSDoGvXjox94nFeeGERdlUlOiqC8eOfAASZGZloqoanxcyQO+9kzpx51FuteHp68vzChfj6+pGUnIjFYqRRo2jmz5/L2++8S9v27ZgzZw7vvPM2paUVREZEMGP6dDxMHghJYtiwYRQWXMTH2xMNvf8GDboeVRNcP3AAp1NTmfjkJDzNnowaPYqk5CSMRiPjJ07g7eX/pqqqCt9GjVi2bBnR0VHU1dUSnxCHqinExTfGv5G/ixsVHByMl7cXqqZx/nw6dfV19Ovbl7S0NCZNngJIhIWGcuttt5B+PoOamlpUTaNnz16knU/ng/ffZ/z4J7Db7Tz99AwURaFN21Y8/NBIVE3Bz9eTbt260qVrdzzMZtp3aE9CQgLt2rVDIDFo4CDq6+uZPmMGskHQqlULHnzgfvz8/Fi0aBFLlyxl9erVxMTEMGjgQPx8famtrSWucWPg8vR6SZKIjIqkQ/v2PPnkJDy9vOjUqRNNmzfBZDYSExuFj4+X4xvSvZ7Dhgxl1arVlBSXcMMNN7hEETUNbrjhX7z3/vvcfNNNJCYm0jg+BllS6dihHf/61yBmzpyF1Wqlbds2zJ83H1k2kpiUpIf2HN9pbGwsvt5eCEkQFRmOJGloDYjZ4WFhDB8+nOeefR6jyUTPHj249rrr8PTy4tprr+FiQQGTJj0FQOvWrRk6bCiKCrfcfDPLli1j+fK3eWLcWCZNmsRrr75KZVUVfr6+LHz+WeJiYzl79hxefyI5938BTu2tiZMmkRAXR01tDUuWLiM+Lg5vTwsffvABXbt0IiM9nbj4eIKCAlEUG1FRoSQlxRMRHkpMTKzLuJYkGU1TKa+o5o033uTAgQPMm/cM9fX11NXWUlRcwrm0NEaNHuUIeV9qyxebN5OUnMyWrVvY8qVAchjNqqKgaRpr163nlltuoa7Oyu69+7CYzdhsNkfWsq58XlpSyp69e/Hz1blCNpuVwsICFr34AmfPpQKC8eMnkJZ2jq+++gqD0cDWLV8wctTDjrVCtxHS09OZMGEC9z9wP37+fhgNgrvvHca3J75F0/QEizVr1rB+3TruvncE11xzDXl5uWiaRmBAALNnzWLFe+8xYfwEXli4kMCgQDp37syuXbv5cuuXCCGx+YvN+Pv5s+3rr3l52TImT5mCXyM/7rz9jj9l7IX2I1rlGRmZhIaGYTKadMPJEWbQHFIqbsPp18Ou2Eg/n0FSUtJf3ZSfBQ0VVbVTU1uL0WDAYDRiNBjZ9Nln7N61m/nz51NVVYOnpwVZ0kMQiqpgs9mx22x4eukEWSEu6fdIkoym6uJ8GmAyGvSdtmMXbldVNE3BaNTDEIqqYrfr2UIGg0HfnUgyaLqmihCCurp6ho8YwfLlywkK8scZqmggZoSmaToXBAmTyehojz7JKKrupdJUFYvFrGvaCIGq6anpqAIPDwuqqoCADRs2kp2dzZgxY6irrcFssWCQZVRNDxUKCRS7onsuHOEUSdZ3jgCa4zqyLLvCMXW1NhRVxcfb09FeVRfc03QVc5vdrveDXcFoMmI06i51RbPhktnRJAePQH9mRbFTX2/FYrY4+DL6c9XV1yM7eCx6mE1FloVrlymAmrpajLIJWTboHA7HWKiKQl29FZOHCZPRqL8lqt3RLhN2uwJIrnIKwulGFzp/TZIkV0kFq9WGJARmlzSFblA4Saq6AKt+jt2uUF9fh6aBp6dZ3wELMMgCRdEQ6LtWxW53CfA5w0eqpmK32VCw4WkxIwsZVQOrVXFN6CajEVk2YpAl7IoektFUTQ+7NtCe0jQNVVWoq63TyblGg87tkvT5ESGQZYPrnXP2p11RwcEDMxoNSJJAVTSsdhseRqN+XezIuoopqgo2u566bTSYHMabHn6TJNkVMlXsCgajzkNR7HZHuMXg4tU5w+42q13PQDKbXOPgTKCw220oiorJMX6SLDtCgk7eGo7x1481OuYBALuqYJCFrgKlcpkW2P8q9u7bR7duXV1aZT8Xzndp6pSp3H//fTRt2hRV1Zg5cybBIcEMH34vZrOFNZ+uQVEUbr3tVmprapg9Zy6yDLNmz0CWDXh5euJMgpk7bx4TJ07Ay+LJtu072bhxIw8/NJro6GgWvfQSFy5coK6uju7duzP83nv0ULBDX2/d2vXkX7yoSw44DXynZ8fxPQUEBDD49sGsXv0RN/5rEF5eXhw8dIi2bdtiNptJT8/kxRdfwGTyYMjQIXTs0AFNVZk9Zy5RkaG079ie5s2aIYTMa6+/QUlxKZqmEBoayujRD+NhMnHy1Cn27d1HZFQUBQUXueOOOzB7GEEovPTSYs6eO881V1/Lrbfewn82byYsNIz27dqzYsV77Nm3j6DAQObMmY0sCxRFZePGDfTs1Yvjx46zdesWevXuTf++fSktK2Pfvv3s3bufUaNG0rhxYy5evMhbby1nzuzZP28Qhd4vmZlZhISG4uvt+YtCfD/bcNI0FaVBZM9tOP16/P9oOIGq8yjQF3ohJDZu1FO958+fD5pwKUM7z3IK4ukL3yVhSyfvAk1yuY8lB7FPX2BEA5HHS3WInIvvJYXmSxOeqmmUlpXxwP3389ZbbxESEtigDc73tmH79Ii4LjxndBznzATSd0//j70zj9dq+v74e59znunO81RpngeSNI+aTCGUUCoNIqRZJTTPlERmUfJFhVIylFKJEtXtNqnbeOd5eKYz/P44z326JYSEn+fjdVX3ec4+++yz9t5rr/VZa52dSRqqqiGEjGGYfBRFkXj33ffIyMxg2EPDOFvXyeR2lM8gXbbhGrpxzuZbfrU2DM23wZm5Ti6874izY2H6wigjb5vjq/uylZ+bqNCfPNI4m/SzvButfLbhMu+OYeh+07oQsn+zL8spU9aGJJc9q8mBKL+cCGQMNP87L2u37O+6fvYaQxd+C+f5ma1/rrDoPhnR/eNoXmK6iIRkKuCSfLaEz9l+GSA0ynhWIKFrYNa+wi9XkiT5NiLKjc2Fl9ay5IBnn/+s7Puf2/fuNU0/J3GnOWd0f+kcSRboumpyw8reLWXKpk8ozwvxLyMjS8KcB5qu+g8w54/1b7nQzJb0n6WhMO9SLps/hj+iCnH2efAp4H+4ZMxlxB9WnMres1GWO63MuqMiKbJ//fJ4vGAYvmgy043l1bzIsvDNIdPKZI61qajqmkko13XVpxzhW3uE+X51M3Gw8CnMZQRuQy/3Di7UZ6OsVl6ZDBnIitknXQchDF/wDng1k5+oelVsdiuaoSH518ayNduUCV3XkWULkhB4Vd+8MqXD/LYMYNbFc7u9OGx23zwSvu/KqKqZtkGS8CWV1fzPoqmqWY5LmJzSMuUQ8M1Rn26iG0iArChcFMvpcihOABo6hiGhC5AunHQ2gIvEv01xAvyCZvgiRSQhU1hUiNvtIiY69lcn7dk2zjIxLriAC85dwPwbYzlc4LqyzdTr9ZKWfobExERsNqtvI1QwlS9+tuFcFMr3wTir3IFBXl4+umEQFRXh33R/rZ8/bxufVgOUxfxfiHZ4/rj8Yj/LUSONczS/ywP/WP18c//zbfMLY6CffczfeuZyita5fRTnfv5n+Dl/ug2j3Dwpe5e/o63z58yl4BqVn7f+di8w1hcjp/8g/FHF6Q/hnDEsL3/i3M//jnn7SzhHlgzMgwn8rvnyT1iXLoQ/qThddFSd8L3zgKXpPwrf5CjvWw8LCwNCfa6ki2njNybN+W0YEudMul9AmTXA7rBRpUoVyurclV1n6OdtkBe82S/16QKKmu/kFh4RYUY0lTsh/S6ULULlF6Nf/N5F9FOULbx/E/5KQvAvjoH0Bza98+XBt+Nfiv7/6TbKNtQ/GB/0d5KyA3vDRUKUe09nLXX/CIXiF3GBg8bFyNo/YV36C3DZZ5nwm9UvDmXhu/5/+/zLv2AoK3fd2dDon7VmGGc1wfPa/5WOn9NvM4Dm3OuE373038BZt9tfepff/IYZhu1LmCnK+nWh60zXn+mq+eOQfM9cxuMQ50+jv2vz+n+2OP3lOOdEffmTGqUAACAASURBVCHl+u/EP6UfmHJVXraM8rzBAP4QzrF+li2g//Ax/ZkFCi6qz/8P16W/ZIUvdZZy+vRp8+RfZmTwjZ1mnFVezOKd5nc0XafU6SQ3N/dn7RmGTm5erplfxeM2rdnnvwtx1vcsBOTl5aKpnnOUJwPIz883yaX6WbdTdk4Opc5SU4ESoGoq6RkZqJp6tqihz3dv+ATd9Dv7bu1TqjRdR/8vVhD/m+fFORwdP6/jF6xbZZNf6OWU59+Pc8mvgp8JegD/DvhdCRB4d7+GgHxfclxQ9v7h4+vjUvr+8Xf25G/FJUuAWT5cd9269WzcuJEFC55FOWeDMQlcBfkFFBQW+UleIaEhREVGsi85mfXr1vHExIlnN0PfZB09egzh4eE0qF+PLl27MXvWLH+rqqoSFh7O5KefRFGsFBYV06dPX6pVq8asWTP9xSYlIVjy4hJatmxB27btzAgUTWPi+An079+P5s2bIYTEmTNnGDRoMCveecef8bWwsIBTJ0/6laWIyCieeeZZZF8WYgCHw0G7du3o2rUz+gXoOQFcDojfsGheusl+Lqfpv7uI/P/Dv4ysc7kQkPFLjwuK2r9N/v5t/f3zuGSK08mTJ1nw3EIwICXlAOHhYYwdO9bvzrr22mb07Hknuq6zc9cuvt66zX/t1Y0bc/NNN6Cpqi/b87nY9f1uioqKqF3LLOkRExPNXb3v4siRI3z77Xfc2+debFYrQpLIyclm9OgxdO9+M1mZmUydOo27e9/FvHnzuX/g/aiahqzI/miWvNxcfjp6lJQDB8nLz6dGjZo47HYM3QwBBlMsjqceZ+0nn/D555/SpUtX2rdvT35+Lnff3ZuFCxZx+x13UFxUxE9Hj+L1mlmj/7/D+IdZ1y7cn/N/9xcQlwP4d+BXXaj/LFkO4P8ZfpMU/Q+Uv9+kHPwD+3yZcMkUp9y8XE6fPMW48eOx220Yuo7NakVVVXZ8t5Mjhw/7o4Y6dujIdR2v819rGDrz5j/LDz/8QGFBAY+NGIFXVZk4YTwJ8Ql8uHo17dq2RdPK8uwYHDp0mD179+J2u/n22+9o3qwZxUXFjBkzlqrVqnHrLbcgyzIzZ81i+zc7eGjYMF566SUSExPNkE/dLE+QnJzsq9S+m/S0dLp260an6zr6QoHNEGKB4MorG1G5yhVs3/41Qx4YgqqaylFZ1KHFYkFRFF9tn4uJMLtUIx/A70JAaQoggAACCOBP4BJynHyEXEPH4/bg8XhxeTwm70dVffWqTHL4iRMnSE1N5VhqKsePH+enY8e4uXt3unbrRv0GDejXvx+nTp7E6XSyafNmNm7cSHhkBLIs8+GHH/H05Mls27aN3r160qtXL1RV5fCRI3g1jfoNGnDkyBEeeGAoQ4Y+SFRUNM1bNCc8PIzZs2b68jyYrkWXR+Wzzz+nV69ePPvMszRs1IhaNWuCEBQVFjJv/jMUFhaBUPFqLmQJZFlgkWUURaG4uJiDhw5RXFJCamoqqSdOXJRCVEYsF8L4TZJ7AAEEEEAAlx7/hiSdAfzVMDnRv9d5ckmL/GZnZ/P228tQFAVN07AoZjbd7KwsqvhKDBQWFvHMs89y6OBBQsPCSEgwCxaOe3wcDrud+IR4atesid1uR9cNVq9aZdbVwky82LRpU/rcey+zZs8mPCKS9z8w6zcJAdFRUQwZPAiPqvLcwufo1Lkzja9qRErKAaZMnsLAQQN9SeTMvD/79u5l29ZtWC1WXC4XBw8c4P6BA/F63AQFBWG1Whk//nFGjXkMl8vJs888S3ZODuMeH8/IkSOJjYulRYsWfPTRGq688kpcbjdZmem/OU6qqpOTk8PpM8HmGwtM4AACCCCAy4r0jAxOnTrlq/n3d/cmgMsLk4ScmZlJYmLi7776kilOQhIkJiYyY9oUbHY7Hq9ZARlhsOmrLXyzfTsA4eHhzJs3m/vuG8CgwYOw2+xcdWVDrFYbZ9LSCAsJxTDM6suyLDFv3lwWL34BdLMKdWJiIlWrVqWsErjiK3egql4kIdGr113k5OQgKwpffP45isXCi0uWMG/eXF577XVfugyBEAbzn3mGW2+9lQ8/+ojqNWpgd9iJjYnmzJkzBAUFMXz4I3y8Zg2vvfoak554gieffIqHhw1j4sSJ2Ow2jh49yrBhw3A53cycORNJCPr1u+83c/oYhkFhYREFBYVQrlBnAAEEEEAAlwcul4ui4mJfpu/AGvzfgqk4FZeU/kqlhl/GJVOcJASnTp9m7LjxWK1WNF0360xhWqKqV68OmJFI6WmZ5OfnU61KVaZOm0b/fvfR+Oqr2bHjGwb0648QAtnnDrMoZpVyMy+TGb6p6yqyInB73QgJsxSAYZYtmD1nNkeO/MSOHTto1qwZkiQRHx9HRnoGzZpdy/vvf8CKFe8SHBzC7JkzCI8I59ixY7z++usMGTL4nMrQkiTo1bMnquZBSDJ2uwOQsNqsOBxBLF36Fl6vl0cfGc6wYQ9Rp249FFnC4/Fis1ovPFCmNkm1atWoWbPGf5lfF0AAAQTwtyE3J4e6depcnszhAfyz4EtLExTkMGt3/s7Lf7fi9Ev5bA0M4uPjuX/QQOxWG2AWBpYliZ07d3Ho8GHze4bO/v37qV27NlaLQtOmTXl72XLi4kzlpnbtWmiajqaqOBxmoVNZklAUBa/Xy6HDhxk4eAixMdGcPHmCipXMqveK3azMnZubx4GUFIIcDipWSOLNN5cihGDp0qVER0eTkZFBu7ZtiYmJIiEhEY/qpV6DBuxPSaF9+/ZmPTbd8OdvstlsWA0LLrebjPRMnE4ns2fPoXnz5rzw4gsYukFeTh7Tp01HSBItmjdn7Nixvz6AnM05FOA4BRBAAAEEEMDfA934ixQnXYBZvu8szi+9oukGiqIQGR6OIzjEV4bLTChpdzgwCyIK3G43b7zxJnl5eYwYNZp69euTnpbGkiUv0aZNaxISEigsLARxtmq7EAK3x8PJU8eJj4/mvvtGonq9TJk6jXr16pGfn8dDQx9E9XpY8c47PPLII3ywciWyxUpQcDDRUZG88cbrWBQLs+bMpum1TalUsSJCkvjwvdWsfP99mjZtypQpUxk3dgxWm5X2HTogSTKapiJLEhu/3Mibb75JixYtuPnm7tSsWZM2rVvj8Xh49JHhPDr8URrUr4dFUZDlXy9BYipNv/NNBRBAAAEEEEAAfzsuvlYdvuTw4sIJlyUBJ0+c4Mknn8JSzk1lGAaZmZk0btzYbEeSuK9vX2JiYqhZqxYOh4P169bx6uuvs+DZZ/h0w2ekHjtGfHw8Dru9rBXQDSZPforgoCC2bt3G28uWUbdOXfr26cvChQt5993/0blzZ+Lj4zl8+DBHDh8mJDiYG264HpvD4XOzlZVJMS09L7/0Mpu/2szUqVOpXac2a9euZcqUqVhsNmJjY3jllVcAgypVq9GlcyfatGlNSEgILpeL+fPn4/F4UTWNvPx8Vqx4l4jISCQhGDJkMIkJv59wFkAAAQQQQAAB/LMhjF/wFaWmHic+PgGrxYouTBebVi57wfkWpxMnT/LFF19wz929cThMhccwzBIkySkHOXb0KDfecMO5N/eZXbKzs/lxzx46dmjHli1fk5ubS8eO1xEaGooQgu07vsFutdL46kYYGHy8Zi01atSgVo1aSEKmqLiIdes3cOcdPTAM+OyzzzF0jZtvvhFdB69XRZZlNF1ny+bNVK58BZWrVOHkyVNERUcREhwEmOVXFFmm1OUmJyeX/NxsXB43keHhVKtWDU3XsSgWDAxy8/IB0HUDXTdw2KyUOF04bFZCQ0ORpF9OgOn2eDh58iQ1a9b4xyWRDCCAAAL4L2Db9u20aNE8wHH6L8LHcTp+4gTx8QmEBTt+3+UXozgBaOgYhoQuQDIuc/5Gf3HB8nVMpPMym/5y2vfy5WAu8OnPTWi/meX1D0KY2a39ilONGpf+HgEEEEAAAfwmLoniJMoX6fXhr9o/Arh0+JOK08W76nyycb6l6fKinKJ0wQrdF1aeAuH+AQQQQAABXHoETFX/RVzCzOGXC+I8S5Nx3s8fae/8Yq0BRSuAAAIIIIALQBjohoqBiuHbcy4qONqXLsrw/Xf+fnW5z/fGpVb6DANJXORY/I77G5yttvFPwb9QcboAhF7OnfeHGjjvJ4AAAggggAB+DjP5cpnCpKEbum9j/80L0XTd3GXK/uffdswUOOdDlHeyGPolUx4Mw6yeYVJVzLb/dJsCvKp64eixX+iDyYP+9XsLzKh9c2s+27aqaWfH4zJv3f9ixekSj5JxnuUpgEuCspQU/xQI6a/PnfV3n4wMzq2BaBh/vibipWjjj9zzr/huGfTzn8knp7quo+n6OefhP/LoF9sn0/Zw6cb397bzh+77C3P6UsjZPx2m1Ujg9XpI3p/CyRMncHvc4HuH5/+Uwel0sX3bdkpLSxC+ihFCCCQh2L37B9wezzn3MQwDj0dFN3QMDE6ePIWqqT5Fp9z8/oX7nt+Hsj/T0s6wd+8eLBYz3U9WVhZbvt6KpmkXfN5fb/dsP4QQSLLE/uTkC7aRX1iIx+PxK2zHU4+xfv2nSJJA1/VfHTtZFuTn5bE/5YD/d6rXw+effwbol52Oc0lr1f1lMC6k35VLxXnBz/+BMM4mvoTfIq3/Pdj1/S6Ki4tp26btJembEAJV9bJ27TqaXH01FStW/EPt7Ny5E4/XS4vmzf9wv1SvG4vNjq6p7E9JISkpiejomD/U1q9h9+7duFwuWrVq+ZfY350uF999+y1NmjQhyBF0gW8YqJpOevoZrFYbcbGxCPHH58i6deu4ukkTYmPMsbocMmtQpnBrfPTRWjp16czRI0dIy8gAA2RZwuEIol69uoSFhf7ucTYwzLqVBpw8eQIDqFL5ChACVdP9y0taejqqplGpYqXf2T5kZWezP2U/mqr6y3oIzPNZlSsqk3o8lTp165KYEO9Lhntp1oTCoiI+Xb+Ort2uJzws7De/L4TA6/Xy/gfv07FDR+Lj48/53OP1snr1am688UayszIpKiqmQcMGF6SUGsDxE8c5euQn3wYPVquFqlWrUrFCkt+EUv4Zyw5XhmYqrLIk/+PWReA8IrggL7eAJS++RHh4OEMGD+bgwYOsW7+erMwcdF0nISGBa665hrt69ULXdV5+9VX2/PgjK1bYeerppzh86DAut4s2rVvz6quvMXPWTAxfMJaQBNnZ2YwdM5ZJk54gPiGBSU89Re+77qJL507nyPuECRPJysryFaU4b9x88tR/wACubdoUgJWrViFJMo0aNUIIwebNW/jpp59o26Y1Qjr3vSQn72fChAm0btPmnGZ1VeX7779n0pOTqFe3nu8C2L//AAsWPsfUqVM4fPgwhw8f5tixVDIzMrBarQwZMpgaNWr6ypzILHnpJRISElA1jddeew1ZkhCyjK6q2Ox2pk2bgt3mQFN1PvroYw4cPEjjxldh6DpFxcWsWPEuefn5SJJMxYoVad6s2SV84b+Mf4fi9Iv4559O/m3Y8c0OzqSl0bpVa7+S92cXMa9XY+nSpcREx1yU4nSh7PRbvv4at9tN82bNfnd/3G43e/bu5auvvmLUqJEUlZQwY+YsOnbowIAB/X81dcTvhQFs3baN9PR0WrZsWVZh55KiqLCQyZOn8MabbxAUFPSz8RCGhM0mMf+ZBYSHhvLUU0/9qfu9//77JCUlERcXg64bSJgb3y9VEbgUEL5cazqC5cuXc12nTixb/g4pPoVX1zSyc3ORhGDylMnUrFHdPMXz2/KamZXFgoULeHzsGEJCwnj51ddwlpYya9ZMXE4nzy5YyPjxj+P1enn19ddJS0vn+ecW/q6nFRicOXOaFe+sQGAqUcVFRVSsWBFDCG7tfjNbtnyNzWojIS4eSRYYXJqDVEFBAa+8+hqdO3e6aEXM4/Xy2muvU6dOnZ8pToau89qrr9KpU0e+2ryZlP0pTJs27YJrgwC+3vI1y5cto2q1ahi6jtPpJDMzkxGjRtGhXTvzGums8mQYBrqqsW37dvbuS2bokCF/egz+Sggh0DSN115/nVYtW5KcnIwsy7Rp05arrmrMggXPUbVqFW6+6SYiIiNwupysWrWK3bt2sWDhQlaseIeRI0Zy9z338Pprr1GmYZZ5uMrqsC57+23CwsKIT0jEZrPy4NChvPzyy7Rs0YzQUFMhNjDIzMhg5uzZCHRCQkL9kfAlJSV8/vnndO3WDUmWMYDPPv+M9es/5Zqm1/D+Byvp1rUz27dtIz4xkfdXrkRRFBTFQtcunbBYrHi9HoqLilC93nPGQFVV8vLz0VTVL2OapvLmG6/TomVLBt4/kKjoaK668koKCwup36ABDwwZgpAkMAyOHTvGmbQzPD5uHN/t/I4BAwbQr39/igoLOXXqFDfccAOjR49G00xltaSkhC+++II+9/UleV8yHo+Hgvx8goOCSD2WipAkghx2Lhf+5YrTfwtl5ktN1/F6POTn5xMUFERUVIR5SgZkCXJy8ilxllIxKRGvV0OxKAgBJaVOcrOzCQkJJTo6ElUz8Hi9KJIgP78AXfOiGzqyLPlPLrqumVnhZfMUqOm6f+HIysxAUSzExMb4T9Sq10tWViaOoGCiIiPwer1IPveY348uQNc0dANk371LS0uJjo7GYrEgSQJV0/BqGlkZmcTFxZqWqzIzNTpFhUXk5eURF5+ArCgosozL5cRht5Odm4vX7SE6xmxPCDh+PJX09HRcThdhoaFMnzGD0NBgNFXFa6i+GoUGHq+KAF+9RY309HQUi4W42Fjf+Ep+t435LjQyMzMxdIP4hAQEhkldEGZtRUM30H3vxmIxxzAjMxuPx0NcXCyKouDxeLBaLMiKAhg4nS7sNrufSOr1elEUi99iWbZQCSEQGKiaRlZGFh6Pm4oVKyArFgzDYNTIETjsNnRD95M2c3JyELJMRFi4aVqXJL/1RdfMTS49M4uQ4GCioiKRZQXdMFB1HUmSzDHyeJAkCatFweNRSUtLIygkhMiIcMDMm6bIZpkkAwOX2+NPZqurKqquY1FkvF6NzMwMgkNDCQ8N9Zc+8HpVCgoKUBSZiIiIMmYoQgi6devKAw88gKaqlDpdzJ4zmw9Xr2bMqFFgGOQX5FFUXEJcbBwWiwXd0NE1U6bTMzIJCw0lLS2NQwcPoWk6qurlgQeGIEkCTVXJyMrmyJEjlBSXEBQUxNAhg3F7vRjofhfeqVNnsFqsJCUm+gi/Arfbg92mcPzkaSIjIggLC6NRo0Ysfv55AD7d8CnffbeTiRMnmBYzRWLTV5uRZJn8gnxKS0tJTIjHZE/ovnH0kpWVTYUKSUhCIje/gOKiQiKjzNxzvly+5GTn4nK7iI6JITjIYbo9dB23x0NaehohwcE4HA4kSUKSBG6PSm5uLoZhkBAfhywrZdMSSZjv2DB0srNz8Hi8REVFoigKAjNvnVfTEBK+Z7ZyJj0DWQji4mJN9ycGrVq1YszYsQgh0HWNdZ98wvp16+jQvi2qqpqyIYSft6NqKkcOHyE/Lw9V9aJYFFRVxel0kZmZRWJCPEFBDgyEmdLF6yErM5OYmBiCHA64CIX5UsEwDPbs2cOaNWt4/vlF7NuXTE5OPsePn2LmjNkoFpljx46xatVqnnzqSfJz83jvf+9x1913s+v776l0RWWqp2dQu1ZNnn76aXbt2mVa3SSBV1WRJMFrL79O8v4UZs6ahd1mQ9d1rm7cmNq1ajJm7DhmzZpFcHAwsmSu1W6Xk+nTplOzVi0eG/4omq7x7bff8vGaNdxwww3Isuka/OC99+nZqxc2m43FixcT5HBw5MgRmja7FmEYlBYX88kn6+jS6Trfmm3Kd1JS0jljoGkaiqKg+lxsqqpy4EAKO3fuYvSYsXy4ejWPPPwwjRs3Zvk775CXm+tba0xr2r7kffzw44/Exphr+0svvUzy/v143W5Sjx8nNibGrE+rm+7DXTt3cer0aVq3ao3dbmf1qtWUlpTg8Xg4k5ZGcFAQrVq3vizvHwKK078OBgZfb9nC28uWER4WRm5eHg0bNeKBwYOZO28esixz6vRp0HU8qsqkJyZQoUJF/ve/91i/bh0JiYnk5ubS7Npr6de/Hy88v4ic3DyOHT1KSEgI1WvUQCCQBGz/ZgcLnl3AQ8MepFWr1n5S4+HDh5g5cxYR4eHk5+dTr359Ro54jIyMLKZNnerfYJISEykpLWWq73flHsLchA2DefOfYV9yMtGRkWRmZfHgQw9yzdVNOHjwIFOmTCEuLg4D02pUuXJlDMPgpSUvs3XbNmJiYsjMyOC+fv24rmNHHn10OGGhoThdLlRVJTw8nFGjR/HJ2k/YsGEDOTk5jBk7lilTpzB/3jy633IL27dtIzY2lsGDBiFJgjfeeIP8/Hzuvrs3M2bMNDdUTSc4KIhxj48jJiYan/ZGdk4OkyZNwqIoaLpOUJCDp5+ebC44uoHX62HXzl0sfuFFBg28nwYNGjBv/nzS0zNwOOzousHo0aNYseJdYmNiGDRoIJlZWQwZ8gALFi6kYoUkNm36ivXr1jF9xnTTvO27t2GYlp/i4lJmz5nNiRMncdjteLxeJkycQLUqVfj00w2Eh4XRpUsX7rzzTmrUrAlARno6HTp2YOgDQ8F8GnTd4MuNG3nllVdJiI+nsLCQq666igeGDkUSZr3I4uJSVq9ezfbt2xk7Zgwut5u5c+eaSqvHfD+jR45k+PDHePSx4dStU4fNm7cwf/4zLH3zDULDwnh8/ATq1qtH82bNeHbBAjPhrNNJzZo1GTVqBKWlLp559hmOHz9BkMNB1apVTdk5x7phIMkyQQ47MdHR5OcX4FG9TJk8ldy8PKwWC4VFRTz55CQiIyLp168fsXFxFBUWUqFSJXKys0lPT2fc4+O55557yMo0i443vbYpzy18jiNHjjB23DiGDhlMysGDpKWnMezBBzh+/BhTp84gODgEZ6mTK664gsdGPEZuTi4jR40iISEBSZI4eeIEDz70IB07XudTtA0kWUJg+OTeHHXDMFi1ejXO0lKKi4uJi4vjyUmT2LptG8uWLcPpdKLIMhOfmMjmLVv4evMWomOiKSwsom/fvrRp05oXFr/Aru93ExYaQkF+AcMeHkZsbCxuj4c5s+fi8Xo4dvQY9w8cyE033UhmRhYzps9AVVVUTcVqtTFp0iSCg4P8XCun08nCRc+TvG8f0TExxMbEmEqtZL4DRZZxOl0MGfIAsbExqKpGbm4uTZs25eGHH0LXDb8yLhB4VY2cnBxCgoM5kHKAefOf4aUlLyAkmYMHDzFhwkTqN2jA/n37cLlcZGZmMnfObFa8s4INn31OVGQkhUVF3HbbbXS/+QbeXL6czz/7jJiYaHKyc7i3b1+6dLruMq3AJt56+23fIU/C6/WyePFiataohVdVGT16NE63ixXL30b1eml6bVPGhIzli88/58XFi2nZsiU9etzGxo2bCA8P58477+DrrVt9c9HguYWL2LlrF8MfewyLLFFUVGha5QyDXr3u4o0332TUqNGMH/84VSpXRghBcEgIEyZOYN78+YwcPYZ+ffvwyquvMnz4cGRF9rulbXY7XTt3xhHk4Jn583n/gw/o06cPPXrcim5AcXExn332OTqQn5ePLMtcf/315Ofn+z2zAtAMgy5dumC3WikqKsLpcjJr1mzcHg/BwUFomsb+lBQ8Hg+nTp8mPy+P7d98gyxJNLmmCRigyAo2qwXdAFX1YrdaMXSdu3r1Iiw8HItPWf/p6FHmzZ9PSHAwCMhMz8AwDDp36YKiyOTn5/Pqq68xSlMv2/sPKE7/IgjTjMGq1atp3LgxQ4YMJi83l/4D7ueunndSWFhIQUEBzz23EAydadNnsnTpW4wfP57169Yxc9ZM4mLjOHAwhf7976d795spKCxi9/e7Wbb8bSIjI1jw7EJKS0v54YcfeerJJ1mw4Flq1659tg8IPvzoY1q2bMH9Awbg8Xp5dPhjZGRk8vIrrxAZFclTTz6Jy+PhqSefMi0cwmchkcwfM1u6ICc3h33JybzwwmIsisKatZ8wfeo03n13BXPmzmXQkMF06XQdBUUlDOjfn6pVq5KdncPWbdt47dVXkGSZb3d8y/QZM2jRogU52dkkJSYyZ84shBA8PXkqLy1ZwsQJE4gID2fXrl08PfkpVK9KSUkJzpIS7rm7NxOfmMTgwYPxqBpffvklCxc8y4svLqFSpUqMHDkCWRKMHj2WzZs3c/vtt5sboSTYsWMHNquV+fPnIoTEuPHjOXTwoN+Sc+jgISZPncaUyU/T+KrGfLDyA9LOpPHCC88jyQpLlrzE0jeXcscddzB7zhzuHziAHd/sICcnh3WffMKgQQP59NNPadu+vc+69PMT9eqPPqKgoJAXX3wRWZZYtmwZo0aNZsXyZZSUlBDkcKAbOjm5uQzu2IHu3buTn5fHff36+xUnfC2vX/8pnTt14r77+nLi5CkGDx5Mjx63+iyNKm8tXcp777/PG2++QWREBA8//AitW7dm0MD+uNwehj44jB9//JEGDRvywfsfMHHiRLZv205eXh7JKSk0ufpqjh07Rr9+9zFhwgRuueUW+t7XB03VePiRR0lO3s/JEyf5ftf3vL3sLUKCQ1i2bDkFBQVoumnxycvN49Tp02hejcOHD7N+/acM6N+fvfv24/F4eG7hAgxg2bLlzJo5ixkzZ3LmTBodr7uOBx8cCobBT0ePMnHiE8yZMwu7PYilS5fi9bipV7cOT09+msfHT+DZZ59BEhL79icjSwLN0Bk/fjw33nQz997TB6+qMWrkSFatXEmbNm1IO3OG5xctIiYmim3btrN48Qu0b98BRZFNA5IBWjmKjKH75gQwf95cLBaJu3r3Ydv27bg9Hk4cP85Lr7xCtaqVSd63n3dXvMs7y98mNjaObdu/YdGiRTS9pgmfffY5b721lKCgIDZv2cxbGgvHeQAAH/ZJREFUS9/ioYcfxuvx0L17d1q1bMGRn44yZepUbrzxBp555hliYmJ48skn0DSNmTNns3zZMgYOGuRTTAXJ+1P48ssveWf520SER/D2suVoqoqum247r6pi8W1Yt916Kz1uv420tHSGDn2QO++8A0PT2LhxEyn7U1AUhcLCQoqKi3nt1VcIDg0jLy+Pr7dup3WrVmz6ajNx8fFMemICK1a8S1p6BqNHjSD1WCrLl7/D4sXPU7HSFRw6dJAnn3yKdu3a8NmGDUydMpkKFSvy448/suDZBbRv1w6rxfJXLr/noEOHDmRkZCIAWZYZN24sxYXFfLlxE8eOHSMrO8tf3iskOJiKFSty+x13sH37drrfcgsVK1YkqUISI0aM8gmEaW2VJYkatWpRu3ZtHnv0UVPRLlcQXhKCrl27ckv37thtNvyWNgPi4+OYNnUqM2bMZNCgwbRp25bGV12FVGalxvQIJCcnY/dZgIc+8AC7f/yRAwcOUqdOXTRNB0nC0A2mz5jB1q+/xmK1omsaXtWs26ooCgiBoev87913uevuuwkNDqLSFVdQUFiIEOZ3PvzwQ0JCQijIzycnN5eMjAyCg4NpeOWVANjtdrJz89ixfTuhoaF0v/VWzpw6hcfjISQkBI/bjWHAF19upEePHmz+6iuTBwhs2rSJHTt2YBimRd7hcODxBhSnAC4A00Ujcdttt7JkyUscOnyYptdcw6JFi4iLj8disXBf377YbHYEcHuPHixa9BxCGDw9+Sk+WbeW7KwssrNzASgqLkGRZQYPGURYWDiaZp6Id+7cyVebNtH77rtNK4WQ/Fu2EHDLzTcxdeo09u9PoVHDhoweOYqw8DB++uknBgwYgCwrBNllevfuzZIXX/zZc5QREGOiIhk27CFefeVV8nJzOZOWhldVyc8vICM9nQb166OqOkF2Gw0bNkBRFOLjYhk7bixLXnqZnJxscnJyycvLQ1VVHA4HN9x4PUJISLJMixbNef75xXi9qn/hUWQZj8ecYJIiU6nSFTgcDr755hssioLdbic2NpZDhw9TuXJlFj2/CEWWMYTB7t3fc/vtt2FaC6BVy5asXbOGoUMfomGjhvS+qze1a9dm2/bt/PDDD2zctIn7+vahydWNkSSFH3b/QFhEBC++9DK6ppOVlcWJEyeoXqM6umFwLPU4Gzdu5M477mD9+vVcf3039u7dy7BhDyFLAgPdF8KsAzqarrJ+/Xp639XL52qE9u3asmTJS2RlZ/vel0nGtdvt1K9XH0VWiI2LIzo6mszsbOJ8hG/D0OnWrSuLFz/P3n17aHJNE15//RUSEhNwezwsXvwiR3/6iSVLllCpYkVysrNIT0sj9dhRFix4Dt0wsFmtbP9mBy1bNOeppyeTmZlJ8v799LzzTvPZQ0KIjo0lNCyUgsJCjvx0hAULFiJJEm63m61fb6WktITrOnUiKCgIENx+x+2sWr3a52aS2J+SwisvvQJCEBISzKhRI2nZsiUWRcFVWspzzy+mIC+Xk6dO43Q60XWN0LBQbu9xG7Ism5uZYXI0hJBQZJkgh4NclwshZAxdRxgGso/3JhB4PBqZmdlkZeXSunUbhACb1UKb1m34dMMGmrdsSaVKlYiIjESxWKlevRpurxdN9SJsFpB8fDBx9uCg+12P3bDarKiqRlx8LIVF+djtdq66qhE1qlcFBAcPHiQoKIh3VvwPRZbQDUyZ11Q6tG/P0AeGUqduHa655hpmzpxBekYGoWFh1KhZE6vdRq3atfB6PBQXFXPkyE+MHz8ewxAYSNzWowdPPf00gwYN8q0vBvtTUri+W1eio2MwdIObb76J5e+8Y34uSdhtNjRNx2q10rJVSzAEYWFh2KxWiotLkCSJKxs14p577zZdex4vW7dtY9Hzi5k+bQqt27Rmw4ZPadW6Bd9s38rQoQ9g9dEJfCsEqcePo2k6H328xh9xVVxcTFFhId26dmHEyFE0aFCfJk2asOC5hdislj8U+fi7UJbjT8D13W7gf+++j24IhJD9nD+P242uq2iaF6vViq7ruFwuVq5cSVFREUXFxXz88cdUSEri3nvvZebMGabbFLP0WFJiEjd064bb7aJ+wwYcSDnA+nXreOjhh5FliQ9Xf4jL5fKtcwC6j7SuAwKn07ReVqhYgdTUVE6ePEnVqlX9ypXX62X37t1YbTasFguJiQkgYMzYccydO4eoqGhkIbDbbEybOoXnX3iB0ydPUaVqVVJSUujcqROHjxzB7XEjSTLRUVEMGng/efn5dHG5ePChYWY+J0li7NixNG7cmLS0NObOncvs2bORZRlFkf3sZFdpKf369+err74iMSGBTV9+yclTp+h6/fVIsoyOQc877wDD4KuvvkLXdSRZom3btrRo3hwEFBUVseztZViUy6fO/O5QmwAd+++DEALd0Gl8ZSOeX7SIXj17snfvXh4dPpysrGwwDAwBku+EIisyHq8Xp8vFuHHjKCosokOHDtx6660oioIsmz7nqMion4Wv39vnXjZ8toGszMyf2Tli4+JYsOBZ7rjjDk6cOMGYMaM5ceIEXl9IbllYqslv0Msa/VmI6fHjJ5k6ZSoR4WHceusttGvfDjjr1zZ87gFZlv0uj5OnTjH+8fHYbDZu7n4LN9xwA4os+3Ok6DpIsnliksRZnk35hzjLDzL/bNbsWlatXMmKd9+lWbNmWK0yhqFTsUIS9erWpU6d2rRv15aO112Hqmq+hVzHZrMwffp0Hho2jJKSUiZOmMCu7783XZWaxgNDh/LFlxs5ceq0j/NkkJSURP269ahbpw6tWrbk7rt7Y7NZqV+vHh+u/pCMzExuvPEGioqKWLNmLbGxscTFxTHTZwY3x9RAN3QsFotPGVTAMEzLiI75zGaIFrrp10OWZd/p1RwDWZZNnplvUxJC0KhRI15c8iI9etzGnj176Nv3Pk6fOYMQAofdTseOHZkzezYFBQUIIbDabFSrUYOatWpRs2ZNOrRvT/Nrr6Vhw4a4nE7WrllDSEgIN9/SnZ+OHGHtJ+vo2KE9GOa4V69egzp16lK3bl26detG4yZNsCgKuq6bSoyv36Kc/LRq2YKJTzzBxIkTGfHYCDp26IjNamfXrl3MmTOHihUr0L37LbRs2QIfQQOr1YokSSbXrEz8fHIoJAGS5Jc3XTeVA7+F1BcuXsaxMrl+UpkgofssYUKSsJRt/kIgDIOyMpT+dD1CIARIsslNwzAICjpb6sHc/A0UxYIjONjk/+hmmsC42Fjq1q1DzZq1qFatKvcPHIgsSfTrfx+zZ8+idq3aLHt7GU88aVpUhRAoFnMjkSTzIOH1ve9zU3IYaKp6zrwwXbOyf3wURTEjA33jgC8MXZFlFFnxcZR03xiaG1tMbAxNrr6GJlc34dpm1zJ8+KMcOXyYwsIi7urVk4MHD3D44EEAmjVrBsJ0iZ+doxIRkRHUqlWL+vXM+dK3Tx+CgkO48aYbefHFF7m68dWsXrWaJyZMpLTUeaEl8/LAMCgoLCQrKxNZEZSWlhAREeHje4EkyzRoUI/q1asTFhZGrdq1iImL48hPP7Fp45esXLWaQ4cOMX78BDIyMpBlmaDgYComJfLtjh20at2a6lUrU7VKFWRZJioqknNzOhmoXg/J+/YxduzjlJaWsuTFF+nUqRPDH3uM1NRU020qBHa7nXvuvZf+/fubcirJNL2mKT169OCDD1ZitUi++SeQFQVhQHRsLElJSURERFDqcpGTk0N4eAQNGzZk586dGAgiIsxDQ3lIkkCSBDExMZQUF2NRJFzOUgxd88+ZCpUq8sknn+D1qlSuXJmjx47R+OrGWBUZ3wpNZESkeegpR/coLi4mv6CAnJxccvPyf5Y+5K/GRSlOugDN91P29wD+Hui6zpRpM9iy9WuaNbuWSU9MxNB18nJz0A2DN19/g+KSIjTdzfsf/I9q1SqTl5uNoig8PGwYTZteS1paGoCPMwMIA1mSTIVLEjRt2pR+/frRoUNHRowYSV5eLoWFBaxctQqny8Xi5xez5euvadmiOROfmEBiUhKpx1KpWasWX3zxJZqu4nY6eeedd5BlGRB+EqHL5eKDlavIy8vjm2+/pX79+txz7z3Uq1+Poz8dRQhBUHAwFSpUYPf33yP5SKh79yWjer3s3v0DV1SqxMCB/alfry5Hjx7F6XKhGzqaqrJmzRrcLheGobPpq000urIBFouMYlEoKi4wCdvG2eRvsiLTvl07duzYwZ49e+jcuRNuj0r1GpXJK8ylbbs2tGvXlu3bt5OZkYHm9bB2zVry8vJYs+YTlr61lEYN6zNmzChatGjB9q1bkSTB1dc0oc+9vWnXrh2Pjx1HXl4uja5sxOGDB2nVqgWdu3QiLe0MO3Z8iyRJtGndig8//JDExESqVKlKl86dee+997j++q4oCiQn72H3D99j6Dqpx44hSyZx+rZbbuHjjz/G4/WAYbB5y2YSExOJiowAzI1MSBKq1+tXBMAk50uSIDMrk/UbPsFA5bnnF7B37x7atG7NuLHjUBSZE6mpyLJM//79efjhYZQ6nbz66msEBwcTEhyCLARdunShU6fr2LptGwgICnJwW48evPPOO1xzTRMqJiVR7IvwadCgIZGREYSEhGC327nh+i60at2K7du3Iwyd6tVrsGnTJrKzszHQWbHiXUqcTgxMK5Gm6ciSZIYt+55FCFi1ajVdunal5x09qFu3Dnv37vNXtjR8J+CyvE0mZ8rkk+iahtfrNRVIQFZMUrKuqwgBXk1H1XXi4uKoXLkym776Cl3X8HhcbNmyhbZt2qAoFvMkLEyumKqW5ZUx0DWTYKtpJmG7TO8QkuRTujTA/DGVcgNN09BUFUlICGFQvVo1Tp0+TaNGV9KxU0fiYmNZ/8knOF1uxo0bT1RUJD173sGwRx7m2x07KHU60TTN5KQYJpFX0zQcDjv16tbl44/XoBs6qtfDe++9T7Nrr/Xx7013UZ3atVm/fj25ubmoXi9r1q41FW3dHAuP14tumAeBMsKv5Bs7v/JZ7qSiazpfbfoKVVNxhNiJS4ilTt3ajBk7lk7XdfQHm0iyRElxMZqmkVQhCWdpKTVq1KBr105UqFiBTz/7DKfLzePjxiNJgu7db2bc42NJ3r+P/IJc/ImQ/1Qy5N+G4Xs+WZbx+jg8E8ZPIHn/fjpedx37U1KoXqM61zZrRlJCPIos88EHq4iOjkYA0VHRfLR6NadOniQ2LoGePXtSpXJlps+YTkJiAkIyXaI7dnzHt999R5s2rU03qaGRnZ1GhYqJmEeis4fR4ydOMmv2HLrfcgsLFjxDTGwM/fvfR+fOndmwYQNej9d8v7JMaUkxLrcLTVWRhakc9+lzL/ffPwCvqvvfo6JICEniQEoK27Zu5eTJk1gUhZ4972Tjl1/y0erVtGjRAgzd72rUdR2dszJ3PDWV/Lxc4uPjOXbsOAsWLCAjIxNFUfB6PFSqWIk6deqg6xr7kpPRNI2bbriBpUvfMoNafAfmMmWuzChw5vRpduzYwc6dO9m7Zw+S70B5uXDxteowD2uGuOjEoAH8BVAUhe7db+a1115n185d5ObkUKVKFRKTEjEMgysqV+aJSZNQNTcul4uxY8YQExtLVFQUo8eO80c3VUhKQpIkQkJDsVptgDmBQkJC8Hg8KLJMv759OXTwIO+9/wHXNmvGihUraHzVlfTs2ZPZc+bw7Xff4XF7EEDz5s1o0LABs2bO4tFHhhMUHExISAiFBQVIkiAuJgabzU5JSQnvvfsuSQnxtG3dinWffML48RNxu1zYgxxER0Vht9l4cNhDzJ0zh8+/+AJnqZPo6GjCwsJo0bw5H374IY8/PhGPx4PFYiExMdEMo7VYcDqdjHt8gp+L8eRTTyAJwRWVK3Em7QxTp01j9MgxREVGYrc7wICq1arR5JprkGSZWjVrYqDRr999LFz4HOPHj6cswW7btm3IzM5h+TvLiYyKpON1HZn89GQeGzEKu8NBeloaEydOYOvWbUSEl6Jp0LfvvRw6dIi3315Oz149+fHHPYwYOZrw8HAKCwp45JGHMQxo2OhK4uLi6Nq1C5IkcVP37uz6/ns6XdcBSYK77+nNvLnziIuNJycnl0cefQRZVrjxxhvZ/cNuHnnkUWSfcjB92lQsVjshoaGEhoQiSRLxCQkmN8GH6OhoJEli9/e7ee+992jVugVtW7fmjTfeYMOGz8jPL6BmrVrUrlOHyKgogoOCCA8P57mFCxk7bhxfb93O+AnjWbBgAXv3JVNUVERSUiL16tfHQHDHHbez8csv6dK5M0KSaHptU7weDxUrVsRud/D05Mk8v2gR3+3cSWF+PhUqVqBRo0Zomsa2bdt4YuJEgoKDAahyxRUoikJkZKQZZXcB9LqrFwueXcBTT+eQk52NzW4nMiICSQhioqMRkmxajoDExATi4uIZ9/gEHnrwQcLCwkA3I++io6MJDgpi7LjxPPzwMIIdDiLDw03Xw7ixzJs7l2+//Ra3y0VCfBJ3392b9PR04mJj0XTdT6SPiY31RZqaConDbiMkNNRUsHyu6sjISOx2m6loCInIqHAcDjsOh53w8HB/eoI6dety6623Mv7xx0mqkERaWjo9bu9BWFg4V155JY+NGEVERATZWVn0vvtuwsPDiI2L81vGJAGxsbHIssyDDz7IrNmzGf7YCDSvF0mWmTRpIkKSiI2NRZIU6tatTqtWLXnk4UdITErC43ZzRaVKKLJMSEgI0dHRyJJEZGSkuRkYpjIbERGB3W4nODiY73fvZtiwYRiY7iGPx8ODDw7FblUwgA7t27Ph0/U0a97cXHuEoG7t2qxeuZq5c+cxcuQIbr31VqZPn05CfDyZ2dnceP31JMTH0apNG0aPGk2FChVIz8iga7duREVFUT7H0l+NMreiV1Vp2aIFbdq0ISEhni++3Mjx1FTSzqRxPDWVyKhojh8/jkVRqFevDqquUq9eHTRdp2GjhlSpUgUAu8NBRHgEAnA6nWzesoXXX32dIYMGERwcjNPlpKiogGOpR7mv/32+Xvio2gYUFBQy8P4B2Ox2fvjhB8psIlc3boymaxw4cIC69epRUlzMrFmz0XQzKq4sW7kkmVblQ0cOExYWhm7o7PkhmWPHjlGlcmUqXXEFxSUlbNiwnqFDHyQ0NIS9+/bRp28fXyCAeZAxdB2P243b5WLlByupUqUKP/z4I+3atWP2nNkYhkGobx64XC72p6RQuVJFIiMjeeXll+nUqROLnl/E7T1uJ+VACv6yLEICSSI/P5+c7GyuanwVN910MwaQk53N/HnzOHXqlD/X3F/+/o1fSNWamnqc+PgErBYrujBPrlo5A9XfW+z33w23x8OJEyeoUb367wqhLRMiVdUQwqCwqBhZkgkJDkZIEmPHjKZPn75UrVYFVXMTEhoGmo5iseD2qBQXFqNYLdjtDqyKDMI8HWKAxWoBBC6XG6vFdEcYBuiGhlfVzBOWJKEoMroBhq5RVFQMkkR4aLCZ30eSMQyN/PwCFIuV9Ix05s2Zy+IXFqPIsp/X4fV4yp1gNYqKirBabYSFBJsnc581QNN1iotKsNnthAQ5/Bwsr+rB5XZjkRVsdju6ZipJ/fv1Y+y4MVStVh2vVyUsJBir1eJfRz1eL5pmEBLk8J/shZDKjYN52hICNEMFHUpKS7EoVoKDg3C53eapyjDHQpIEHo8XZ6kTIQkcDofpWhJmOQCrYvWnVvAZIDAQuFxOXG43EWGhZn4Vk4+J0+nGYlOQhYIkCZxOJ3aHFdAxDIHL6cLpchPkcGCz28saRNMNigoL0XWDiMgIfFmQzEzAQiBJsn/DVhQFSeDnfQkBHtWLJMxTnW4ISkud2G1W7DYbXk0H3cBisfpkVcft8WK1mK7estD2kNBQgux2/wKq6zoejweHw25yP7wqFllgBshJpoVQ08jJzSMyPBSHw45mChy6AW6PG03VCA4KBkyrmderIisysvh53i1V9eL2eCgsKCQqKgLFYkWRzdNpqcuDw2b3n/50XUNRJAqKSgn25X4xMMywfMP8u+pVTfemLPncmeYccLpdlJSUEhpiWty8qophmKkMFF8mZgNzfig+96imG0iSgabpSJJs8tV8IdyGYSArEpIko6oapoTgkyOTh6RrOrqh4Sx1UepyEhUZYVqSdB2rolBSUmpa0CSJYIfD7JOuIysWLBYFWYJSl9scNyHQNZWS4mJUwyAyPBzNMLAqCoaugZB8PTA5RboBoSFBGLqBxWLB6/WarnNZoqSkFIfD5tt8Jb+1yaJIJlG3zNUuSei6YVIDJFOeVn34IWvXruWlF182058AIJCEhNPtwWG34fV6UL1mSoLg4CCQZKy++el0OnE6nVgsFux2m4+wXH6x/G1nyrbt22nRormf/3PR67DPyjNgwABGPDac+g0bABL9+/fH7XYzf95cwsIjmDljBhGRkQwaPJDMzEweHvYQTqeLlStXIQmJiIhw35ppMHz4cKZMm0pIsIM1a9cyZ/YcZs2cxZVXXcWokaNIPX6copICmjRpzMJnF6BpZVZNwZQp09mfnIxssaCrqmkBlM4mGvV4PFStUoXp06fzxKRJPDp8OLHRkax49z2633wTYeHh7N23hxGPPYbb7WX0qNF07daV7du2k5qaSlx8PAmJiezY8Q3BwQ7eWvoWzZq3oFvXrsyYMZPbb7+d3r17U1xcyID+97PwuecY8dhjPPDAA7Ru25Ynn3iCqtWrs2fPDyQmJDBp0iQ++mgNhw8d4v/aO7eeNo4ojv9nvMbFoEAVEYMRNA+NUhWVItFSpR8lfWlemqeUl1Rp+hXS51Sq2s8QVXyM5iF9SNUL2MKgkF5SCtQkwfaePszM3rxe73p99/lJoMTsZXY9O/Pfc86cs729DZsIBwf7yGansLqygl9/+wX373+FrGXh2+++x6XZSzj77xR37nyO99bX8cOjR871wQTNS4l8Po+dnR2VoqEd2iq5X6mgUFjEpZnpNjsEdo8jnACgARtEErYAJPVD048vnQonHzp/DNlu3NC9L+/h5ic3sfH+OuA4KoQOanQHJ0XvlC/pXC7lchkPHnyNbx4+jH+dYWb2FoOgN4HeRb2GW5/ewhd372JjYyOwoXc5U8RD5Tu3eZvTAaHe4/QjU31TW9xl7L6/d6MtQpvUzLH7Xeg6wXc+CkQlnTR32dkmeO09vu6uVSvwZdE2B2/Vb8hxUxA1cFGr4fZnt1WA99qapz0CouMqYO454t7DToUToFxS5fIeCotFzORVKoejo2dYWFhA1spCSIGL1xc4PTvF5ctvAgAqlQqmpnIqIJukb/wqlUtYXV2BZVmoVqs4/vcYxaUipMjg2dEhzs9fQghgaamA/OysXqnpvd/GJxQNwe9GVXGkhFq9jj+eP4cQEouLBQhhOTGCupX46+8/oSpB1HHlSgGWZeHFi2NMTWUdT0WptIdrb19zkgoTEU7PTmFZErlcDrV6A2/kcjg5OUG1eo7l4rKvP9rUgN2o4/fdXczNzav8UaSqT5RKZbx19SpIvxRmhFTmVI0U5sVwiISTqpczuoPZMNFN4QRAL+8nPP35KYrLRczPqUSE5o3ErcEXPFcPzYYC+Of4GKXdPWxubvZOOGlXSKPRwI+PH+Od69cxPxfuzkl8buqf2Bx4WwRhYLUax0w4TQQdCCciZUmunr/Ek5+e4KOtLWQyFsh2x7J+llpJI5wA7QEgOCt2bVLlYhz3krY+ikD/VueT7vhlm8TGdY+lyJxEQmZ0XKJelKKsVPAIIJ+pLbrRYcOHsI1GAqCsxcpmLQKbm4B0cpKm6v86C3KMnPDmXFMv0ipeyXbi/NTKVeHkNXPbYhLWNmzSK2HNHIfAsVOQUjhxOoIxQOgkjWvvrukAYGfRkGeJbrw3kq5BwPzcfDLRBKgJM66FyIMUElsffNjdgVfY+vy+Jxt9vY9NbYHn/F1syyALXJP0iCcx2LYw8TDfUQIrjxmX8vlpfHzjhtrNEU0j+J2TfxI3ZYIAOClX1O+M/+UgcK+EFIANR3R5RZPv+AIqjUSTaEriZwz7TDjnVAHYKuDfd306FY6NBoy4kiLjmWjCBQ3p8AQp1Epls2iCSGcRD7aHJIQkLThVvxjG7sHCaUyQQvqsUMYpYFbLANCdz3T03vdE2amIUU9N7M1N7SvY4Q9vKoTteZPucLDqaVvGBTNAD7YVTBKS90Hv8+m6DT0T5Ah1AL+oCfy7SRCI6NslAJOmo/U9EBCC0GRpSh1CIPzDrXbPeT9zLIJNIR+eaw+5PpPk1dlXqyUpvOIvuE/A6hZ27AF3ExZOY0aY59Xt2O7kNNzDU3LTuTF794TQsWxA4qmJYWlHStjKNJqk+N68osnzKUa1P0e/tEWPaf7xKyBEdGCcG3rh/WO38Fu2WhK0lgU2bncPCATRbmk+Ba4/5LjGTRqc7/rl6mXhNKqEdBr1GTwdLqCQRnM8aonJAt29A7Z7Y+unq3OI2sIwqWjnfp3Mvhx3/DJxRIqgux4RsWUJ2pIyB1LSsTiWwAmb4zo5Tg9g4TSOTOY4xDAMwzA9h5euMAzDMAzDxCShxYlNGalxAiAp2s/LMAzD9JAxjmNgekpL4WTb5BSwdGricPxmekhlLjY/g/LRMgzDTDKmVmD0SjZmLNFft8pZRbCRzP0WKpyICDMz0zg42HdT/xOBbJ7kU6Of0UathsPKwaBbwzAMM5HMTk/jsFIB0D4ImRk3VF6t169eIZe1INwMoLEIzRxuavEYweRszNaRrmHuL99ThmGY/mLmOIDntUlG1VdUiTlNnc04hFqcIhN7MV2D7yfDMEz/SZZ/iBlXTIHgpLSsVReZSJFhGIZhRpyuFT1mRpZOLI8thVPUCZjO4AeUYRhmuOB5bfJoykSeUEAnEk4MwzAMwzCTDCfAZBiGYRiGicn/0ymzAApOYzQAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "id": "4c714475-5e59-4799-ba36-0d1eb3f29e5c",
   "metadata": {},
   "source": [
    "### spark sql 性能调优\n",
    "\n",
    "AQE（Adaptive Query Execution）是 Spark 3.0 推出的新特性，它帮助 Spark SQL 在运行时动态地调整执行计划，更加灵活地优化作业的执行性能.AQE机制的 3 个特性，分别是 Join 策略调整、自动分区合并、以及自动倾斜处理，可以通过调节相关的配置项，来影响 Spark SQL 的优化行为\n",
    "\n",
    "![image.png](attachment:241028dc-43f4-44b0-9f3e-bb084fcade8d.png)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce3bfb42-7549-41d1-b340-7d01900c3593",
   "metadata": {},
   "source": [
    "### 性能调优实践\n",
    "\n",
    "以之前实现的小汽车摇号分析，实践spark 性能调优工作\n",
    "\n",
    "相关代码:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fae08c8c-6e89-44e7-8d4f-7c137fb1f34f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "\n",
    "spark = SparkSession.builder \\\n",
    "    .appName(\"lesson6\") \\\n",
    "    .config(\"spark.driver.memory\", \"4g\") \\\n",
    "    .config(\"spark.executor.memory\", \"4g\") \\\n",
    "    .getOrCreate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "92bd7166-02d0-4c7f-b41e-e69837611b77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 13.7 ms, sys: 4.8 ms, total: 18.5 ms\n",
      "Wall time: 5.77 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# 导入数据\n",
    "from pathlib import Path\n",
    "\n",
    "root = Path(\"..\") / 'data' / 'carData'\n",
    "\n",
    "apply_path = root / 'apply'\n",
    "apply_df = spark.read.parquet(str(apply_path))\n",
    "\n",
    "lucky_path = root / 'lucky'\n",
    "lucky_df = spark.read.parquet(str(lucky_path))\n",
    "\n",
    "# 过滤 2016 年后的中签者数据 并且缓存数据\n",
    "filter_lucky_df = lucky_df.filter(lucky_df.batchNum >= '201601').select(\"carNum\")\n",
    "\n",
    "filter_lucky_df.cache()\n",
    "filter_lucky_df.count()\n",
    "\n",
    "# 过滤后的中签数据与摇号数据做内关联，Join Key为申请号码carNum\n",
    "join_df = filter_lucky_df.join(apply_df, \"carNum\")\n",
    "\n",
    "# 以 carNum, batchNum做分组，统计倍率系数\n",
    "from pyspark.sql import functions as F\n",
    "\n",
    "multipliers = join_df.groupBy([\"carNum\", \"batchNum\"]).agg(F.count(\"*\").alias(\"multiplier\"))\n",
    "\n",
    "# 以 carNum 做分组，  \n",
    "uniqueMultipliers = multipliers.groupby(\"carNum\") \\\n",
    "        .agg(F.max(\"multiplier\").alias(\"multiplier\"))\n",
    "\n",
    "# 以multiplier倍率做分组，统计人数\n",
    "result = uniqueMultipliers.groupby(\"multiplier\").count().orderBy(\"multiplier\")\n",
    "\n",
    "# 结果保存为csv文件\n",
    "result.write.mode(\"overwrite\").format(\"csv\").option(\"header\", \"true\") \\\n",
    "        .save(str(root / \"result\"))"
   ]
  }
 ],
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